B2B Research
Forrester and Gartner-defined B2B technology categories, translated into plain-English analysis for buyers, not analyst-subscription holders.
B2B research articles
No research reports match your search. Try a different keyword.
Workforce Management (WFM) Technology
Gartner is renaming this market from Workforce Management Applications to WFM Technology to admit it grew past the call center, but the only active scorecard, the Workforce Engagement Management quadrant, still only covers the contact-center half.
Warehouse Management Systems
Blue Yonder just claimed an eighteenth consecutive year as a Leader on Gartner's WMS quadrant, and its newest citation leads with a Warehouse Ops Agent that now forecasts and manages the floor in real time alongside the human and robot workforce.
UxS Command and Control
The software that runs fleets of uncrewed drones, ships, and ground vehicles has no analyst scorecard at all yet, just a single Peer Insights page, even as the underlying hardware market keeps expanding past its aerial origins.
US Federal Government IT Services
No Magic Quadrant exists for this market because the real decision machinery isn't a chart, it's the contract vehicle: a GWAC or GSA schedule position outranks any commercial Leader placement in determining who a federal buyer can actually hire.
User Authentication
By 2027, Gartner expects 90 percent of enterprises to meet their MFA needs using native access-platform features alone, cutting the total cost of standalone authentication tools by 40 percent in the process.
Transportation Management Systems
Blue Yonder and Oracle have both led Gartner's TMS quadrant for nineteen straight years, the market's entire software history, and the newest edition's criteria are agentic: software that now runs the shipment's exceptions on its own.
Third-Party Risk Management Orchestration Platforms
Gartner's first-ever TPRM quadrant, framed explicitly around assurance leaders rather than security teams, arrived with an independent study already criticizing it for excluding the security-ratings vendors and the entire affordable European segment.
Third-Party Logistics
Kuehne+Nagel and DHL Supply Chain have both held Leader status on Gartner's 3PL quadrant for eleven straight years, and the newest edition's defining phrase, orchestration powered by AI agents and human expertise, is now standard across the whole rung.
Technical Debt Management Tools
Roughly 55 percent of developers now use AI coding agents regularly, and Gartner's brand-new quadrant exists because those agents write debt into the codebase faster than any human review process can catch it.
Talent Acquisition (Recruiting) Suites
Workday's recruiting suite now averages a 3.5-day time-to-hire on high-volume roles, per Gartner's newest quadrant, the market's clearest proof yet that the AI layer became the recruiter's copilot rather than its replacement.
Supply Chain Strategy, Planning and Operations Consulting
Gartner split its first-ever quadrant for this market into two: one chart for global giants like Deloitte and PwC, and a separate companion chart for specialist firms like Miebach and Argon and Co, an admission the market was never really one field.
Supply Chain Network Design Tools
Network design used to be a once-a-decade consulting project; Gartner's newest guide says ongoing tariff and demand volatility turned it into a recurring exercise the software now has to support on a rolling basis.
Strategic Portfolio Management
Planview has now held the Leader seat on Gartner's SPM quadrant for five consecutive years, topping every one of the three Critical Capabilities use cases at once, a sweep no other vendor in the category has matched.
Strategic Cloud Platform Services
Eight vendors control more than 97 percent of this market, and the Leader, AWS, is growing in absolute dollars while losing relative market share for the second consecutive year, per Gartner's own 2025 quadrant.
Sourcing Applications
Gartner projects that 40 percent of sourcing events will be run by non-procurement staff by 2027, as AI absorbs enough of the sourcing event's complexity that the specialist function that used to gatekeep it becomes optional.
Source-to-Pay Suites
Six vendors share the Leader rung on Gartner's 2026 quadrant, but one of them, Zycus, carries a printed caution that its agentic AI is mostly sold as a paid add-on rather than included in the platform.
Service Integration and Management Services
HCLTech's citation on Gartner's 2025 SIAM quadrant leans on thirteen years managing the discipline that exists to make a dozen different vendors behave like one accountable service.
Server Virtualization Platforms
No Magic Quadrant exists under this name anymore; the market's scorecard now lives inside a wider hybrid infrastructure chart, where Broadcom's VMware licensing shakeup turned Nutanix into the field's most-cited replacement option.
SaaS P&C Insurance Core Platforms, North America
Guidewire holds two separate placements on Gartner's 2025 quadrant, a Leader seat for its enterprise suite and a Challenger seat for its SaaS successor, and the Challenger's own caution admits its AI features won't be generally available until 2026.
Robotic Process Automation
UiPath and Automation Anywhere have both led Gartner's RPA quadrant for seven straight years, even as the vendors' own marketing quietly renames the category agentic process automation, robots included as one tool among many.
Revenue Cycle Management Solutions
Gartner's guide for this healthcare finance category exists mostly as a purpose statement in the public record, but the adjacent prior-authorization data it draws on puts a number on the leak: 182 million annual authorizations, only a quarter processed electronically.
Retail Core Banking Systems, North America
FIS is the only confirmed Leader on this market's newest scorecard, and it holds the seat twice, once for its community-bank core and once for its enterprise core, which tells you the North American market splits by bank size before it splits by anything else.
Retail Core Banking Systems, Europe
Nearly two-thirds of European banking CIOs expect to modernize their core banking system within two years, per Gartner's own survey, and Temenos's newest bet on composable, adopt-the-pieces architecture is built for exactly that deadline.
Quality Management System Software
This market grew past 10 billion dollars in 2025, a 26 percent jump in a single year, and got its first-ever Gartner quadrant only now, with every Leader hitched to a bigger platform giant like Salesforce or Siemens.
Public Cloud Optimization and Transformation Services
Gartner's quadrant title puts optimization before transformation for a reason: the cloud migration era is largely over, and the services market's new product is managing the recurring bill the migration left behind.
Privacy UX
No scorecard exists for this market yet, but its premise already reshapes procurement: the consent banner and the data-deletion form are now a user experience the product team owns, not a legal document nobody tests.
PR & Media Monitoring Tools
No Magic Quadrant exists for the category that started the whole media-intelligence industry; its analyst coverage has migrated to the social listening quadrant built on top of it, leaving the original layer to the peer reviews.
Personalization Engines
Only one vendor on Gartner's crowded seven-Leader quadrant scored first across all three use cases at once, marketing, commerce, and service, proof the category has quietly outgrown the marketing department that used to own it alone.
Outsourced Managed Security Services
By the end of 2026, Gartner expects more than 40 percent of organizations, and two-thirds of midsize enterprises, to outsource cybersecurity validation entirely, driven less by preference than by a talent shortage nobody is fixing.
Outsourced Digital Workplace Services
Gartner's 2025 quadrant tracks a metric change that reframes the whole category: the old SLA measured whether the ticket got closed, and the new XLA measures whether the employee actually got their afternoon back.
Observability Platforms
Dynatrace just claimed a sixteenth consecutive year as a Leader on Gartner's quadrant, and the newest edition's defining shift is AI observability, watching the agents and models, not just the servers, moving from experiment to baseline expectation in a single cycle.
Observability Pipelines
No standalone scorecard exists for this layer yet; it lives inside the broader observability platforms quadrant as a cost-control feature, because every gigabyte of unfiltered telemetry is a recurring invoice, and the pipeline is what negotiates it down.
Network Detection and Response
Gartner's 2026 quadrant adds a detection surface the market never had before: the traffic AI agents generate themselves, now a named threat vector alongside the usual attacker-in-the-network scenario.
Network Automation Platforms
Gartner's most self-critical prediction in current circulation: over 80 percent of ambitious network automation projects will be shelved by 2028 for lack of skilled engineers and sustained funding, up from under 10 percent today.
Multienterprise Collaboration Networks
Gartner's own guide admits most supply chain software can't see past a company's own four walls, which is exactly the gap this category, connecting trading partners on a shared network instead of point-to-point integrations, was built to close.
Metadata Management Solutions
Alation, Informatica, and Atlan lead Gartner's 2025 quadrant on the strength of one shift: metadata stopped being the librarian's back-office record and became the thing AI models read before every answer.
Marketing Work Management Platforms
Gartner's public record for this quadrant confirms just two placements, Atlassian as Leader and Asana as Challenger, and both carry the same caution in different forms: whose AI models actually run inside the workflow.
Manufacturing Execution Systems
Gartner's newest guide found that only about a third of MES vendors can point to a real production AI use case, even as buyers demand it, and the honest fix is a plant modernization project most vendors would rather not mention.
Managed Network Services
Gartner's 2026 quadrant crowns a satellite operator, a security specialist, and three global integrators as Leaders in the same field, proof that every vendor now sells AI-driven network operations regardless of where they started.
Managed IoT Connectivity Services
AT&T and Telefonica have both held Leader status on Gartner's IoT connectivity quadrant for twelve straight years, spanning the category's entire shift from selling SIM cards to selling an AI-managed fleet platform.
Log Monitoring and Analysis Solutions
Gartner's newest guide says the standalone log tool's era is slowing as organizations correlate log data with the rest of their telemetry inside a shared data lake instead of a separate, proprietary log store.
Label and Artwork Management Software
Gartner expects this niche packaging-compliance market to consolidate to a handful of vendors by 2028, the ones who master AI validation of the one document every regulator, customer, and customs officer actually reads: the label.
IT Service Management Platforms
Gartner's ITSM quadrant just returned after a multi-year hiatus to a market that grew to nearly 9 billion dollars while it was gone, and its new criteria treat a unified data fabric as a prerequisite for AI, not a bonus feature.
Intranet Packaged Solutions
The intranet has been declared dead by every collaboration tool since Slack and kept being the place work actually happened; Gartner's 2025 quadrant says AI made it relevant again, on one condition: the content underneath has to be good.
Internal Talent Marketplaces
Gartner predicted 30 percent of large enterprises would deploy an internal talent marketplace by 2025, on the theory that the next best hire probably already works there, if only a manager would let them go.
Internal Developer Portals
Gartner projects 85 percent of platform engineering teams will run an internal developer portal by 2028, and its sharpest warning is that Backstage, the free open-source option most teams reach for first, is misunderstood as finished software when it's really a development project.
Intelligent Prior Authorization, U.S. Healthcare Organizations
U.S. payers process an estimated 182 million prior authorizations a year, and only 26 percent of those submissions are still electronic, the fax-era gap Gartner's newest guide is built to close.
Infrastructure Platform Consumption Services
HPE swept both axes of Gartner's first quadrant for pay-as-you-go infrastructure, and its own printed caution says the model is still routinely mistaken for equipment leasing, which is exactly the confusion the category exists to fix.
Independent Third-Party Software Support of Megavendors
Gartner's guide is blunt about the trade: roughly half the price of Oracle, SAP, or IBM's official maintenance, with zero access to the vendor's own patches or security advisories in return.
Higher Education SaaS Student Information Systems
Ellucian and Workday are the only two Leaders on Gartner's 2026 quadrant for college student information systems, and the market only got there after Ellucian bought its biggest rival's SIS and ERP business outright.
Health Information Exchange
No Gartner scorecard exists for the plumbing that moves patient records between hospitals; the only public analyst recognition lives buried inside a neighboring EHR quadrant, as one vendor's interoperability footnote.
Healthcare Provider Industry Cloud Platforms
Innovaccer swept both axes of Gartner's brand-new quadrant for this category, backed by a specific number: a 27 percent quality-gap improvement worth roughly 15 million dollars a year at one health system alone.
Global WAN Services
Verizon just claimed its twentieth straight year as a Leader on Gartner's WAN quadrant, the longest streak in this series, even as the market's whole pricing model shifts from long-term circuits to on-demand network-as-a-service.
Global Trade Management
Gartner sizes this software market's growth at nearly 17 percent a year through 2029, driven almost entirely by tariff volatility, and its AI classification agents are now doing work that used to carry legal liability for the humans who did it manually.
Global Trade Compliance Solutions
Gartner's own survey found that 98 percent of supply chain leaders have already changed strategy because of new U.S. tariffs, and this market's rename from trade management to trade compliance is the analyst's way of saying where the money and the risk actually moved.
Global Industrial AIoT Platforms
Gartner is renaming Global Industrial IoT Platforms to add the word AI, and one challenger, Litmus, jumped from Niche to Challenger status specifically for its edge data orchestration, the exact capability the rename is built around.
Global Digital Marketing Agencies
Gartner's Leader criteria for this quadrant reward agencies that extend past marketing into management consulting and product development, meaning the top-scoring agencies are the ones that stopped calling themselves agencies.
Frontline Worker Communication Applications
No Magic Quadrant exists for the deskless majority of the workforce; the closest coverage lives buried inside the office-worker UCaaS quadrant, as a niche feature most vendors still treat as an afterthought.
Fourth-Party Logistics
Gartner's inaugural 4PL quadrant scores companies that own no trucks and no ships at all; their entire product is orchestration, and 42 percent of supply chain leaders already outsource to one.
Financial Planning Software
Eight vendors share the Leader rung on Gartner's newest FP&A quadrant, the widest top tier in the category's history, and two of the field's names were dropped this year for falling short of Gartner's own growth bar.
Financial Close and Consolidation Solutions
OneStream and CCH Tagetik lead Gartner's 2026 quadrant on a shared bet: buyers now want the quarterly close to run itself, but the audit trail requirement means nobody's actually removing the auditor from the loop.
Finance Transformation Consulting
Gartner scores the firms that redesign a CFO's finance function in one quadrant and the firms that run it afterward in a separate one, and BCG's own AI agent tool for finance leaders is landing in 2026.
Finance ERP Implementation Partners
Cloud ERP implementation work is only about 13 percent of the average big integrator's total revenue, which means a Leader placement on Gartner's quadrant is really an average across a firm's whole business, not a promise about your project team.
Exposure Assessment Platforms
Across 15,000 environments, Gartner found that 74 percent of flagged vulnerabilities are dead ends no attacker could ever reach, and legacy teams still spend 90 percent of their patching effort chasing them anyway.
Event Intelligence Solutions
Gartner quietly retired the AIOps name and replaced it with Event Intelligence Solutions, admitting in the same breath that most teams only ever got value from the least ambitious feature: alert noise reduction.
Enterprise Storage Platforms
Pure Storage just claimed its twelfth straight year as a Leader, and Gartner's 2025 criteria now score ransomware detection as a core storage capability, not an add-on, with Huawei citing a 99.99 percent catch rate.
Enterprise AI Coding Agents
Gartner renamed this category from AI Code Assistants and, in doing so, demoted AWS and Google from the Leader rung entirely: the new criteria reward the agent's autonomy, not the platform's distribution.
Enterprise AI Assistants
The scorecard buyers actually need runs under a different name, Conversational AI Platforms, and its criteria have already shifted from measuring how well the bot talks to how fast it resolves the ticket.
Endpoint Protection
CrowdStrike has topped both axes of Gartner's endpoint quadrant for four years running, but Sophos has now held a Leader spot for seventeen consecutive editions, the longest streak in the market.
Edge Distribution Platforms
Gartner's most recent guide for this category is over two years old, and it already found that only 19 percent of enterprises had deployed edge computing, the least mature of the market's three core capabilities.
Distributed Hybrid Infrastructure
The five Leaders in Gartner's 2025 quadrant didn't change from the year before, but Broadcom's VMware licensing shakeup did, and Nutanix's second straight Leader placement is the market's answer to who benefits.
Digital Twin of an Organization Platforms
SAP, Celonis, ARIS, and GBTEC lead Gartner's brand-new quadrant for this category, and every one of them entered it through process mining, because the digital twin's real job is giving AI agents a sandbox to rehearse in before they touch anything real.
Digital Shelf Analytics
Gartner's 2026 guide names one differentiator above the rest: agentic AI that closes the loop between insight and action, meaning the software now adjusts the price on the shelf itself, not just reports on it.
Digital Experience Platforms
Gartner's DXP quadrant hasn't been refreshed in eighteen months, and in that gap the market it once crowned has fragmented into content, personalization, and experimentation categories with their own separate scorecards.
Digital Communications Governance and Archiving Solutions
By 2028, Gartner expects 80 percent of regulated firms to merge text and voice surveillance into one platform, up from under 20 percent in 2024, turning the old compliance archive into an AI-powered listening system.
Digital Adoption Platforms
Gartner's guide says the category is shifting from show-me tutorials to do-it-for-me agents that run the software on the user's behalf, which is also the biggest threat to the category's own reason for existing.
DevSecOps Platforms
AI now writes more code in a week than a human review team used to read in a quarter, and Gartner's 2026 quadrant scores which platforms actually rebuilt their pipelines for that math instead of just adding a faster gate.
Desktop as a Service
By 2030, Gartner expects a fifth of virtual desktop workspaces to be occupied by AI agents instead of humans, up from almost none today, and Alibaba Cloud already built a Cloud PC for exactly that.
Data Quality Solutions
Gartner renamed this market Augmented Data Quality and predicts 70 percent of organizations will adopt it by 2027 for one reason: a model trained on bad data has no way of knowing it's bad.
Data Integration Tools
AI agents don't wait for a nightly batch job, which is why Gartner's newest quadrant rewards vendors who serve data where it lives over vendors who still move it into a warehouse first.
Data Center Outsourcing Services
Gartner's 2025 quadrant scores providers on running fifty-year-old mainframes and brand-new AI agent operations in the same contract, and prints a solvency warning, not just a capability caution, on one Challenger's placement.
Customer Identity & Access Management (CIAM)
Gartner folded CIAM into its general Access Management quadrant years ago, and the newest edition's biggest theme, machine identities and AI agents logging in like customers, is why the merger keeps making more sense.
CSP AI-enabled Revenue Management Solutions
The billing and fraud half of a split telecom AI market is scheduled for its own Magic Quadrant around August 2026, and its draft criteria already require compliance with the EU AI Act.
CSP 5G-Advanced Network Infrastructure Solutions
Huawei and Ericsson have held opposite ends of Gartner's telecom radio quadrant for five straight years, vision versus execution, and the market's rename to 5G-Advanced is about to test both.
Content Marketing Platforms
Gartner's 2026 quadrant says the leading content marketing platforms now feel like an AI operating system rather than a workflow tool, with agents assembling content next to the human editors.
Communications Platform as a Service
By 2029, Gartner expects 85 percent of enterprises to require AI-based fraud and security features in their CPaaS toolset, up from 40 percent today, and the 2026 Leader rung already shows two vendors racing to catch that curve.
Cloud Operational Database Management Systems
Cloud databases now hold 64 percent of a 120-billion-dollar market, and Gartner is splitting its database quadrant in two to separate the transactional workhorses from the analytics platforms.
Cloud-Native Application Platforms
Gartner's 2026 criteria now treat AI agent governance and cost control as fundamental to a Leader placement, not containers alone, which is why five incumbents all had to add new capability just to keep their seats.
Cloud ERP for Service-Centric Enterprises
Microsoft is the only vendor leading all three of Gartner's newly split cloud ERP quadrants, finance, product-centric, and this one, the segment built around billable hours instead of inventory.
Cloud ERP for Product-Centric Enterprises
Infor and Epicor, the midmarket manufacturing specialists, hold their own against Oracle and Microsoft on Gartner's factory-floor ERP quadrant, proof that industry depth still beats platform size in this segment.
Cloud ERP Finance
Gartner split its old consolidated ERP quadrant into pieces, and the inaugural finance-only edition put Workday, not Oracle or SAP, at the top of both axes.
Cloud-Based ERP for Local Government
Tyler Technologies landed in two different quadrant tiers with two different products in the very first edition of this scorecard, and utility billing, not core financials, is where its top product actually scores highest.
Cloud-Based Customer Relationship Management for Government
No Magic Quadrant covers this market because it isn't really CRM: a resident's pothole complaint is a case file with public-records obligations, not a sales lead, and the vendors split accordingly.
Clinical Communication and Collaboration
Gartner's 2026 quadrant now scores staff duress and panic buttons as a standard feature, the clearest sign the category has moved from paging doctors to hospital safety infrastructure.
Banking Payment Hub Platforms
Gartner's first-ever quadrant for bank payment hubs names Finastra a Leader twice, once for its legacy engine and once for its SaaS successor, and prints a caution on the legacy seat that reads like its own obituary.
B2B Marketing Automation Platforms
Gartner's own 2025 quadrant admits only one vendor still sells marketing automation as a stand-alone product; everyone else on the Leader rung sells it bundled inside a bigger suite.
B2B Customer Community Platforms
Gartner's 2026 guide anchors the whole category on one finding: community is the only channel where a vendor's own customers do the selling, and trust is the number-one factor in B2B buying decisions.
Autonomous Operations Platforms for CSP Networks
The market's own name change promises zero-touch telecom networks, but its mandatory feature list, inventory, provisioning, activation, is still two rungs below the autonomy the rebrand advertises.
Application Portfolio Management Tools
Gartner's newest Market Guide says the average enterprise can cut 20 to 30 percent of its IT budget by retiring redundant apps, and the 2026 edition adds AI agents as a new class of thing to inventory.
API and MCP Testing Tools
No Magic Quadrant exists yet for this market, but the testing vendors are already shipping MCP servers, which means the tools built to test agents are becoming tools agents can call.
Answer Engine Visibility Tools
Nearly a third of buyers now research purchases through generative AI, while CMOs still park over a fifth of digital budget in traditional SEO, a gap this brand-new tool category exists to close.
AI Network Fabrics
Roughly 200 organizations running high-end AI data centers are about to outspend the other 100,000 ordinary data centers threefold on networking gear, and the leftover supply chain is about to feel it.
AI Governance Platforms
More than a hundred vendors market AI governance capability; Gartner's inaugural quadrant found only thirteen that actually enforce policy at runtime rather than just reviewing it.
AI Gateways
Gartner's first Magic Quadrant for AI gateways is still a year out, but Palo Alto Networks already bought one of the strongest independent vendors, Portkey, before the scorecard could weigh in.
AI Evaluation and Observability Platforms
Only 18 percent of engineering teams currently evaluate their AI agents at all, per Gartner's own survey, which is the real reason this brand-new category exists.
AI-Enabled Translation Services
Gartner predicted in 2020 that machine translation would flip most translators into editors by 2025; it revised that number down to a third of the original forecast two years later.
AI-Enabled Retail Smart Checkout Solutions
Gartner's Market Guide says the self-checkout kiosk has evolved into a real-time enterprise data asset, and the loss-prevention case alone may pay for the whole deployment.
AI-Enabled CSP Marketing and Sales Solutions
The revenue-generating third of a split telecom AI market, still waiting for its own Magic Quadrant, with AsiaInfo's repeat Leader placement the best public evidence of who will win it.
AI-Enabled CSP Customer Experience and Journey Operations
Gartner split one telecom AI quadrant into three, and this slice, journey operations, has no scorecard of its own yet, only a combined 2025 edition where AsiaInfo topped both halves it absorbed.
AI-Augmented Code Modernization Tools
Gartner's inaugural quadrant splits the field between agentic rewriters like AWS and Microsoft and a deterministic search specialist in Moderne, and AWS alone claims 7.9 billion lines of code analyzed.
AI Applications in IT Service Management
ServiceNow was the sole Leader in Gartner's 2025 quadrant, and it then acquired the sole Challenger, Moveworks, leaving genuine competition down to one company.
Agentic Software Quality Assurance Platforms
The category is renaming itself from AI-Augmented Software Testing to agentic QA, but Gartner's own findings say the market is still selling augmentation while the marketing already promises autonomy.
Agentic Analytics
Gartner's Market Guide predicts 60 percent of agentic analytics projects relying only on MCP will fail by 2028 for lack of a consistent semantic layer, a number the vendor demos never mention.
Advertising Platforms
Gartner skipped the quadrant for this category entirely and published a warning instead: by 2028, over 70 percent of ad spend will run through AI-priced self-serve platforms nobody independently audits.
Adaptive Project Management and Reporting
Asana and monday.com now share a Gartner quadrant with Planisware and Planview, the clearest sign yet that team work-management tools and enterprise PPM software have become one market.
Accounts Receivable Applications
No Magic Quadrant exists yet under this name; the last scorecard for the market it replaces, Integrated Invoice-to-Cash, is three years old, and its own Leader rung is half publicly unidentified.
Accounts Payable Applications
Gartner's second Magic Quadrant for AP software drops five vendors and adds four, and its Leader definition now demands autonomous finance operations, not just faster invoice capture.
Account-Based Marketing Platforms
6sense, ZoomInfo, and Demandbase lead Gartner's 2025 quadrant, and all three win on data, not media: the ABM platform quietly became a GTM data platform.
4G and 5G Private Mobile Network Services
Gartner's newest Magic Quadrant crowns NTT DATA, Orange Business, Telefonica, and Verizon as Leaders, and none of them makes a radio: the market decided that running the network beats building it.
Translation Management Systems
Forrester's first ever evaluation of this category found that the same integrations vendors sell as the platform's biggest strength are also what makes switching providers prohibitively expensive once you have built on top of them.
Social Suites
Eighty three percent of the marketing executives Forrester surveyed are actively trying to consolidate their social media tools, the demand-side reason this category exists as a suite rather than a collection of point tools.
Secure Access Service Edge Solutions
The most consequential vendor in this evaluation is the one that is not in it: Cisco failed Forrester's entry bar because its SASE products still run through separate management consoles rather than one unified platform.
Secure Access Service Edge Services
Forrester now runs two SASE evaluations one word apart, and the services edition grades the operator who answers the phone when the network goes dark, not the platform itself, which sits in a separate scorecard entirely.
SAP Services In Europe
Each of this evaluation's three Leaders holds a claim no other firm in the field can make, and one of them centers on a genuinely European problem the global SAP services scorecard never has to score: tax-informed transformation.
SAP Services
This entire services market is being driven by a single deadline, the end of mainstream maintenance for SAP's older ERP system, and Forrester's scorecard grades the firms hired to migrate enterprises to the newer platform before the clock runs out.
Sales Readiness Solutions
Forrester scored this category exactly once, and within a year had merged it into a combined revenue enablement Wave, describing the old sales readiness and sales content markets as a Venn diagram that finally became a circle.
Sales Performance Management Solutions For Incentive Compensation
None of the enterprise stacks that led this category's 2019 scorecard, IBM, Oracle, SAP, appear among the confirmed Leaders in the newest edition, a near total generational handover inside one market.
Sales Performance Management Solutions
This is the final scorecard Forrester published under the wider Sales Performance Management Solutions name, before the market narrowed entirely down to the incentive compensation engine that decides what sellers get paid.
Sales Performance Management Platforms
This category's title has narrowed twice in six years while the product it scores kept widening, and the newest evaluation's own naming, adding the words for incentive compensation, is the market admitting which part everybody actually buys.
Sales Force Automation
Forrester has formally ended Sales Force Automation as a category, and its final scorecard's own thirty eight criteria are effectively its obituary: an SFA Wave that keeps adding criteria is a market that no longer fits one scorecard.
SaaS And Software Asset Management Solutions
Forrester's inaugural evaluation of this category found that over a quarter of non-IT technology spending happens with no IT oversight at all, the real reason license compliance tooling turned into spend control infrastructure.
Risk Consulting Services
Forrester is preparing its first scorecard for this category in sixteen years, and its own announcement blog says AI is already automating the manual controls testing work that a global bank once staffed with twenty five hundred people.
Revenue Orchestration Platforms For B2B
This is the first scorecard ever published for a category assembled from three older markets, sales engagement, conversation intelligence, and revenue operations, and all four Leaders arrived at the top from a different one of those three starting points.
Revenue Marketing Platforms For B2B
Forrester frames this category as the collision of marketing automation and account-based marketing platforms competing to become the same thing, and its Leader won specifically on unifying what the collision produced.
Revenue Enablement Platforms
Forrester's first scorecard of this category merged sales content management and sales readiness into one Wave, describing the result as a Venn diagram that finally became a circle.
Recurring Billing Solutions
The same analyst who runs Forrester's merchant payments evaluation also runs this one, and the two scorecards are increasingly describing the same collapsing market: one vendor is now a confirmed Leader in both.
Real-Time Interaction Management Software
Forrester's own line about this category's Leader is unusually direct for an analyst report: it says one vendor simply dominates the market, having taken the maximum score in twenty five of twenty eight criteria.
Public Cloud Platforms In Europe
This evaluation exists to draw a line most vendors blur on purpose: operating a cloud region physically inside Europe is not the same as being certified sovereign under European regulatory regimes.
Public Cloud Platforms In China
Forrester now scores China's public cloud market on its own separate rulebook, because the country's data residency rules and domestic AI model supply chain make it a parallel market rather than a regional slice of the global one.
Public Cloud Platforms
For the first time, a fourth vendor broke into the Leader tier of Forrester's global public cloud evaluation, the strongest evidence in the report that the AI era is redistributing the cloud market rather than just growing it.
Private 5G Services
The first ever scorecard for this category named a neutral network host, not an equipment vendor or a telecom giant, as its Leader, evidence the market's value has moved from the radio itself to whoever operates everything riding on it.
Point-Of-Service Solutions
Forrester let this category sit unscored for six years, and it came back with a finding that the store checkout stopped being a cost center and became the last mile of the unified commerce promise.
Omnichannel Advertising Platforms
Forrester killed the term DSP and replaced it with this category name, arguing that AI agents now interact with publishers directly and remove the need for the centralized buying interface the old term described.
Multicloud Managed Services Providers
This is the final scorecard Forrester published under this category name before merging it with application modernization research, and its top vendor's FinOps expertise is the detail that aged best.
Modern Application Development Services
To even be scored in this category a firm needs at least four hundred fifty million dollars in global application development revenue, which tells you the smallest name on this Wave is still a giant.
Merchant Payment Providers
Four of the nine vendors scored in this Wave recently changed ownership or leadership, and Forrester's own warning is blunt: card acquiring is a razor thin margin business, and new owners chase profit.
Media Management Services
Forrester's first ever evaluation of this category was published into a market whose organizing principle, the traditional marketing funnel, had just collapsed, and it scores the agencies on what they built to replace it.
Master Data Management Solutions
Forrester's newest MDM evaluation frames the market as moving from centralized control toward federation, and it advises buyers to reassess their vendor choice at least every three years because the category is changing that fast.
Marketplace Platforms For Digital Services
Forrester split its marketplace research into two separate categories for 2026, and this one, the digital services half, still has no scored Wave, only a landscape and the predecessor evaluation it was carved out of.
Marketplace Development Platforms
This Wave scores one category built from four genuinely different businesses, selling physical goods to consumers versus digital services to businesses, and its two Leaders each dominate one end of that ladder and barely compete at the other.
Marketing Measurement And Optimization Services
Forrester's first ever evaluation of this category found that the biggest blocker to good marketing measurement is not bad data or missing skills, it is that nobody inside the organization believes the numbers.
Marketing Creative And Content Services
This Wave scores agency siblings from the same holding company against each other, and its two Leaders in the newest edition both won on creative commerce and performance creative rather than on the awards-season craft the industry built its reputation on.
Marketing And Sales Data Providers For B2B
Forrester's newest criteria for this category are AI data readiness and a semantic layer for agentic intelligence, the market's answer to a threat none of these vendors could ignore: models that can generate plausible fake prospect data for free.
Managed Detection And Response
Forrester's third installment of this Wave ran every finalist through four live attack scenarios, insider threat, SaaS account takeover, help desk social engineering, and supply chain poisoning, and told buyers to use the same four as their own proof of concept.
Loyalty Technology Solutions
Forrester renamed this category from Solutions to Platforms, and the shift from scoring campaign modules to scoring a unified customer profile is the same rotation this series keeps finding across marketing technology.
Loyalty Services
Forrester's only evaluation of this category named a single Leader, and that same firm is the only vendor confirmed as a Leader in both the loyalty services scorecard and the loyalty technology scorecard, evidence the two markets have quietly become one.
Localization Services
No Forrester Wave has ever scored this category, and the nearest evidence of what one would measure sits inside a translation technology evaluation that just got its own first scorecard instead.
Integration Platforms As A Service
The Leader that topped this category's final scorecard under its old name sold its core product to a competitor within months of publication, so the vendor that earned the top score is not the company that owns the technology anymore.
Integration Platform As A Service
Forrester dropped one letter from this category's name and rewired the criteria around it: the market that used to connect systems is now scored on whether it can also govern the AI agents deciding what to do next.
Human Capital Management Solutions
Forrester's newest HCM evaluation is organized around one statistic: nearly eighty percent of the global workforce is frontline, and the scorecard now grades platforms on how well they serve people who have never touched a desktop.
Human Capital Management
This is the final scorecard Forrester ever published under the plain name Human Capital Management, and its lone confirmed Leader was credited for absorbing contingent labor and employee listening tools rather than for any single feature.
Functions-As-A-Service Platforms
The same vendor led this category for two consecutive editions before Forrester folded the whole market into a broader serverless category built around containers, AI inference, and the edge.
Financial Services CRM
A specialist platform from India outranked Microsoft, Oracle, and Salesforce in this category twice in a row, and the report's own framing says the market has forked between vertical depth and horizontal breadth.
Feature Management And Experimentation Solutions
Forrester published exactly one scorecard for this category, crowned a single Leader for unifying feature flags and experimentation, and then retired the whole category eight months later because the two disciplines turned out to serve different buyers.
Extended Detection And Response Platforms
The evaluated field shrank from fourteen vendors to seven in two editions, and Microsoft's newest move, merging its XDR and SIEM products into one analyst experience, is treated as a scored reality rather than a roadmap promise.
Enterprise Firewall Solutions
Forrester's own announcement blog is titled Old Dogs Learn New Tricks, and it records the vendor that led the category in 2020, lost its seat in 2022, and clawed back to the top with the most maximum scores in the field.
Enterprise Email Security
Of the thirty seven customer references Forrester interviewed for this evaluation, only two ran a single email security vendor, which reframes the entire category as a market built on deliberate redundancy.
End-User Experience Management Solutions
Forrester renamed this twenty year old category in February 2026, and its last edition under the old name already showed the market rotating from who fixes an endpoint fastest to who turns the endpoint into a decision surface.
Email Marketing Service Providers
The sixteenth edition of one of Forrester's longest-running evaluations shows the marketing-cloud giants losing the top rung to vendors that built their platforms around a unified customer data foundation.
DevOps Platforms
Forrester renamed this category after a keyword survey found zero of forty one vendor websites used its old name, and the new scorecard made built-in security a requirement just to be evaluated at all.
Customer Service Solutions
Forrester's newest evaluation split into an even four-four-four-zero tier table, the emptiest bottom rung this series has recorded, which means the ranking has stopped doing the shopping for the buyer.
Computer Vision Tools
The category's Leader built its win on orchestrating other companies' foundation models rather than training its own, then licensed away its legacy computer vision models entirely two years later.
Commerce Solutions
Forrester merged its separate B2B and B2C commerce evaluations into one Wave for the first time, because most buyers now say they are not planning to replatform at all.
Automation Fabric Services
Forrester renamed its automation services research around a term it coined for software in 2021, and the first Wave under that name scores no software at all, only the systems integrators who weave someone else's automation tools into an operating model.
Customer Feedback Management And Analytics Solutions
Forrester retired two separate categories and merged them into one in December 2025, the same month one of the sector's biggest platforms changed hands twice in thirteen months.
Workforce Identity Security Platforms
Between two editions of this Wave, Forrester added one word to the category name, Security, and the criteria shifted from measuring login convenience to measuring how fast a compromised identity gets contained.
Workday Services
Forrester's newest evaluation states its own finding plainly: continuous value has replaced the implementation mindset, and the strongest differentiators among providers are now proprietary AI accelerators rather than delivery capacity.
Web Application Protection Platforms
Forrester's next evaluation of this category will not rank anyone, because the report coming is a market map rather than a scored Wave, and the firm's own definition already excludes AI agent trust management.
Vulnerability Risk Management
Forrester's final scorecard under this retired category name crowned a scanner and a remediation orchestrator as joint Leaders, which is the market announcing its own successor before the rename made it official.
Unified Vulnerability Management Solutions
The two Leaders of the predecessor category merged before the successor Wave was even published, which is the clearest evidence available that the market's value moved from finding vulnerabilities to fixing them.
Translytical Data Platforms
The single-engine promise that defined this category in 2017 is now the entry ticket rather than the differentiator, and the newest Leader tier is led by a document database and a Postgres fork.
Technology Skills Development Platforms
Eight of the nineteen scoring criteria in this new category concern assessment and analytics before a single content criterion appears, which means the platforms are being bought as measurement instruments that happen to sell courses.
Sovereign Cloud Services
Sovereignty was supposed to be the alternative to hyperscaler dependence, and the first scored evaluation of the category names the hyperscalers themselves as four of its five confirmed Leaders.
Software Engineering Insights Solutions
The renamed successor to value stream management measures a capability that can be turned against the people it is meant to help, and Forrester's own preview research names that risk directly.
Software Composition Analysis
The market's longtime leader changed ownership six weeks before Forrester's newest scorecard published, and the report still credited it with the deepest component analysis in the entire field.
Semantic Layer Platforms
Eighty four percent of enterprises already use a semantic layer platform, Forrester's own research finds, and there is still no scored evaluation of the category at all.
Security Analytics Platforms
An entire cohort of 2022 Leaders is gone from the newest evaluation, including one that left through an asset sale to a rival vendor, which almost never happens to a market leader.
Edge Development Platforms
The same two vendors led this category in its first 2021 evaluation and its second in 2026, but one wins on roadmap and the other wins on customer references, and the tier treats both wins as equal.
Document Mining And Analytics Platforms
For the first time, Forrester's evaluation states the price: about five cents a page at volume, and accuracy that starts around sixty percent before tuning, which reframes the whole category as a labor-cost decision.
Data Management For Analytics Platforms
The category's own newest research describes generative AI automating the ingestion, cleansing, and governance work this market has sold as labor for two decades, with one vendor topping the scorecard for a third consecutive edition.
Data Fabric Platforms
This category has carried three different names in seven years, and the two confirmed Leaders in the newest edition represent the two opposite answers to where an organization's data is allowed to live.
Customer Success Platforms
Between two editions of this Wave, Forrester quietly dropped market presence from its scoring criteria, in the same two years the category's best known vendor built itself almost entirely through acquisition.
Customer Service Solutions For B2B
Forrester's newest evaluation states the flip plainly: AI now addresses most of the service workload, and the human customer service rep's job has become assisting the AI rather than the other way round.
Customer Journey Analytics & Orchestration
Every Leader from the 2020 edition of this old category got acquired within two years, which means the vendors that defined what journey orchestration meant no longer exist as the companies that built it.
Customer Data Platforms For B2C
Two of the twelve vendors scored in Forrester's first B2C CDP Wave were acquired within ninety days of publication, which means a chunk of the report was already out of date before most buyers finished reading it.
Customer Analytics Technologies
The vendor Forrester warned buyers not to be beguiled by genAI window dressing in 2024 is a Leader in 2026, which says more about how fast a fair critique can expire than about either scorecard.
Customer Analytics Service Providers
The newest edition dropped the word providers for services, and its criteria now reward consulting firms for building automation that reduces how much of their own labor a client still needs to buy.
Conversation Intelligence Solutions For Contact Centers
Two Leaders topped this Wave and they are not selling the same product: one intervenes live on the call, the other mines the recording afterward, and the tier does not tell you which one your operation needs.
Conversation Intelligence For Customer Service
Forrester's only scorecard ever published under this name crowned a single Leader in 2023, and the category was folded into a successor market before a second edition could ever correct it.
Continuous Automation And Testing Services
This is a category where the product is people, not software, and the newest scorecard is scoring how aggressively testing firms are automating the labor they used to sell by the hour.
Content Platforms
Forrester's own buyer guidance says bring AI to your content rather than bringing your content to AI, and the platforms that can actually do that are the ones that already govern the permissions the model has to respect.
Intent Data Providers For B2B
Non-English intent signal is still under twenty percent of total volume industrywide, which means most platforms are seeing a fraction of the buying activity happening outside English language markets.
Knowledge Management Solutions
One vendor is explicitly competing on restraint, arguing that a plausible AI generated article that is subtly wrong is worse for a knowledge base than no article at all.
Managed Detection And Response Services
Forrester's own buyer guidance undercuts the AI pitch: providers are getting measurably more efficient, and there is little evidence yet that any of that efficiency is reaching customer pricing.
Managed Detection And Response Services In Europe
Forrester's guidance to buyers is blunt: having a data centre in the EU answers one sovereignty question out of four, and most vendor pitches stop at the first.
Manufacturing Technology Services
Forrester frames 2026's binding constraint as a workforce that cannot be trained fast enough, which makes this a services category built around people more than platforms.
Market And Competitive Intelligence Platforms
Generative AI should have commoditized this category, and instead Forrester's criteria count kept climbing, because the moat was always licensed source access, not summarization.
Open Banking Intermediaries
Two of the category's most prominent independent players are now owned by the card networks they were supposed to route around.
Organizational Change Management Services
Forrester's provider count nearly doubled in three years, and every other technology category in this series points at the same root cause: the software works and the organisation does not change.
Product Lifecycle Management Platforms For Discrete Manufacturers
Every reference customer for one vendor said they would buy again, which in PLM can mean genuine excellence or a customer base that has nowhere else to go once the evidence chain is built.
Sustainability Management Software
Forrester says core calculation is converging fast, so the real differentiation moved to supplier data collection, just as the regulatory deadlines that funded this category started slipping.
Supplier Value Management Platforms
Forrester did not call this procurement software, it called it supplier value management, arguing that the adversarial cost extraction model destroys more value than it captures.
Supply Chain Platforms
No Wave has published under this name yet, and the closest research shows why multi-enterprise data sharing stays hard: every useful data point weakens somebody's negotiating position.
Public Cloud Development And Infrastructure Platforms In Europe
Forrester's own language says some clients are being strong-armed by regulators and politicians toward European alternatives, which makes this the rare cloud evaluation shaped by politics as much as capability.
Product Information Management Systems
One vendor manages data quality across seventeen hundred syndication endpoints, and channel volatility, not content creation, is what actually breaks a product data programme.
Process Intelligence Software
Process mining keeps finding the same thing: the documented process and the actual one are different, and the gap is where most of the time and cost hide.
Proactive Security Platforms
Forrester scored attack surface management as its own market in 2024, then called it a feature rather than a market eighteen months later; visibility without remediation just produces a well documented backlog.
Privileged Identity Management Solutions
Forrester's guidance distills to five words, privilege is best when fleeting, and AI agents are the identity type this category is least prepared to govern.
Privacy Management Software
Vendor count fell forty percent while the criteria kept rising, and the survivors absorbed consent management as a feature rather than competing on it as a business.
Pricing Optimization Solutions
No Forrester Wave has scored this category in two decades, and the reason has little to do with the technology: price is the most political variable a business controls.
Partner Marketing Automation Platforms For B2B
The rename from through channel to partner marketing tracks a real shift: most partners in a modern ecosystem are not distribution conduits, they are businesses with their own customers and incentives.
Operational Technology Security Solutions
A vendor placed a tier below the Leaders publicly challenged Forrester's own framing, arguing that platform breadth was rewarded over the domain depth that protects physical processes.
Oracle Services
Evaluation criteria for Oracle implementation partners fell from 107 to 21 in seventeen years, the steepest contraction in this series, and it tracks cloud replacing customization with configuration.
Order Management Systems
Forrester's criteria dropped from 112 to 27 in fifteen years, and the reason is that most order management systems now do the same thing well; the differentiator moved to store inventory accuracy.
Multimodel Data Platforms
Vector search became the newest test of an old argument: one platform handling several data models beats a pile of specialist engines that do not talk to each other.
Multicloud Container Platforms
Kubernetes is free and standardized, so what these platforms actually sell is fleet discipline across hundreds of clusters, a VMware exodus, and the edge.
Mobile Threat Defense Solutions
Forrester's first ever Wave on this market treats mobile as the endpoint the enterprise does not own, and the phone is now where most identity compromise begins.
Microsegmentation Solutions
Forrester's latest evaluation credits vendors with live recovery during active ransomware attacks, a capability that did not exist two years earlier, but most deployments still never turn enforcement on.
Content Creation And Optimization Solutions
B2B organic traffic is down between ten and forty percent over the past year, and buyers researching via AI are a tenth as likely to click through. This planned category is being assembled around that changed question.
Content Management Systems
Forrester publishes two evaluations with almost identical names and almost no vendors in common. Getting that distinction right is the first useful thing to establish before shortlisting anything.
Customer Experience Platforms For Healthcare
Consumer comfort with a general AI chatbot and with their own health insurer's AI tool differ by two percentage points. That indifference is the strategic problem this category exists to address.
Customer Experience Strategy Consulting Services
A defining capability of the best CX consultancies, in Forrester's own framing, is helping clients prove that CX work was worth doing. Some firms are now willing to put their fees behind the answer.
Customer Journey Management Platforms
Forrester has evaluated journey technology since 2017. None of the vendors from its earlier evaluations appear in the current one, and the specialists that defined journey orchestration were almost entirely acquired or absorbed.
Customer Journey Orchestration Platforms
Forrester's latest research names agentic AI as the top disruptor to this category, and describes its effect in one word: compression. A market built around a path with stages has fewer of them now.
Customer Relationship Management Software
The Forrester analyst who has covered CRM for over a decade says the category's core problem is its own product: too much capability, badly enough integrated that the value gets lost on the way to the user.
Customer Relationship Management Software For Financial Services
Forrester evaluated twelve providers in its general CRM market and seven in this one. The narrower field reflects a qualification bar that most CRM vendors cannot clear.
Data Resilience Solutions
For thirty years backup was insurance against accident. Ransomware operators now locate and destroy backup infrastructure before encrypting anything, which is why the category stopped being called backup at all.
Data Security Platforms
Forrester's current evaluation names AI and quantum computing as the forces shaping this category. Quantum is unusual to find in a buying decision made this year, because data encrypted today is a decision about a risk that arrives later.
Digital Accessibility Platforms
While most enterprise software categories consolidate toward one vendor, Forrester's own guidance implies buying more than one here, because a large share of accessibility problems cannot be tested by machine at all.
Digital Analytics Solutions
Web analytics has existed since the late 1990s. Forrester published its first scored evaluation of the category in 2025, because until recently there was no single market to evaluate, only four adjacent ones.
Digital Process Automation Software
Forrester's warning to buyers is specific: look for vendors that integrate AI agents with existing process strengths, not vendors that just demonstrate agent building. Anyone can build an agent. Running a six week process across four systems is the real problem.
Digital Operations Planning And Analytics
Forrester scored this market in 2016 and did not update it for seven years. In every enterprise the dominant planning tool is still Excel, and every platform in this category is sold against that incumbent.
Digital Wealth Management Platforms
Servicing the mass affluent segment is only profitable if advice is delivered at scale. This category exists to move that threshold downward, and everything else about these platforms follows from that.
Email, Messaging, And Collaboration Security Solutions
Forrester's analyst describes a decade of stagnation in the security category defending the channel through which most attacks arrive. What ended it explains both the current vendor list and the category's new name.
Enterprise Architecture Management Suites
Forrester named its Leaders in this category in late 2024. Within weeks, three of them became one company, and Forrester's own simulation concluded the combined platform would outplay every remaining competitor.
Identity And Access Management Services
There is no single Forrester evaluation of identity and access management. It runs as four distinct markets with four different vendor sets, and a Leader in one is not a Leader in the others.
Infrastructure Automation Platforms
Forrester's 2019 evaluation included HashiCorp. Its 2020 evaluation did not, right as Terraform became the default way organizations provisioned cloud infrastructure. Analyst vendor lists describe who competes for procurement, not always what engineers actually use.
Infrastructure Outsourcing Services
In 2009 Forrester praised buyers who saw this as more than cost savings. In 2026 it is praising the same thing. The industry has been promising to move past cost arbitrage since before the iPad existed.
Collaborative Work Management Tools
To even qualify for Forrester's evaluation now, a vendor needs 150 million dollars in annual product revenue. Almost every tool in this market entered organizations through a corporate card, and it is now being judged on requirements written at the top.
Commerce Media Technologies
A grocery chain makes a few percent margin selling food and considerably more selling advertising to the brands whose food it sells. Forrester forecasts the category nearly doubling by 2030, right as agentic shopping threatens the human attention it depends on.
Configure, Price, Quote Solutions
In 2017 Forrester addressed this category to IT professionals. By 2023 it was addressing revenue leaders directly. The technology changed less than who was made to own it.
Connected Product Engineering Services
Connected products are everywhere, and Forrester's own research says far too many of them are bad. Building one well requires excellence in five disciplines that almost no single organization has all of.
Contact-Center-As-A-Service Platforms
Every CCaaS vendor is selling AI that increases agent efficiency, which means fewer billable seats. They are all selling technology that shrinks their own billable base.
Conversational AI Platforms For Employee Services
Forrester first evaluated this market in 2019 under the heading chatbots for IT services. Its own analyst now says agentic AI is everywhere, so pick vendors who make it useful, and everywhere and useful turn out to be very different claims.
Creative Advertising Technologies
Digital advertising spent twenty years optimizing everything except the advertisement itself. Three Forrester evaluations across six years read like a graveyard of independent vendors absorbed by bigger neighbors.
Cybersecurity Consulting Services
One Leader's citation praises a private large language model, an automated evidence validation tool, and a risk scoring engine, all proprietary and built in-house. A consulting firm is being evaluated on its software.
Cybersecurity Consulting Services In Europe
Five names dropped out of Forrester's European evaluation between 2019 and 2021, and four of the five replacements were European firms. Regional investment turned out to be measurable and material.
Cybersecurity Risk Ratings Platforms
Forrester published a vendor evaluation and a piece titled Cyber Risk Ratings Fade Out in the same week. The score is being demoted from a verdict to an input, which is roughly where the evidence always supported it sitting.
Data Governance Solutions
A decade of governance advocacy could not make this category matter. Generative AI did it in two years, because a badly governed data estate now produces a fluent, confidently wrong AI answer instead of a disagreement in a meeting.
Digital Transformation Services
Forrester cut seven technology services firms from this category in 2020, then let them back in by 2023. The vendor list keeps swinging because the category has never settled which of four different businesses it is actually evaluating.
Governance, Risk, And Compliance Platforms
Forrester has evaluated this market since 2007 and its 2026 verdict is that many platforms still require manual data entry. Nineteen years of reinvention and the core complaint has not moved.
Unified-Communications-As-A-Service Platforms
Neither of the two Leaders in the current evaluation was considered a UCaaS provider six years ago. One sold video meetings, the other sold productivity software, which tells you the question this category answers has changed.
Zero Trust Platforms
Forrester coined zero trust and now evaluates platforms that claim to deliver it, while stating plainly that no platform actually makes an organization zero trust. That is the most important sentence in the category.
Contract Lifecycle Management Platforms
A contract is a set of promises nobody reads again after signing. That is where the money in this category actually lives, and it is rarely where the purchase gets justified.
Conversation Automation Solutions For B2B
Forrester's 2022 evaluation mixed customer service bots with revenue bots. Its 2024 evaluation split them apart, because deflection and conversion are opposite objectives wearing the same interface.
Conversation Intelligence For B2B Revenue
Coaching was the one capability every reference customer adopted, and the one they rated least valuable. Most companies use these tools only to record and listen to calls, which creates more work for managers rather than less.
Cross-Border Payment Solutions For B2B
Forrester has mapped this market three times and never ranked anyone in it, because which provider is good for you depends entirely on which corridors it covers. A Wave is finally coming in 2027.
Cross-Channel Marketing Hubs
Forrester split this market in 2021 because independent vendors were out-innovating the suites. By 2024 it merged the evaluation back together, and every Leader position went to a suite. The basis of competition had moved from messaging to data.
Customer Analytics Services
Nearly ninety percent of one leading firm's engagements now include implementation and managed services. The consulting deliverable stopped being the insight and became the system that acts on it.
Data Center Network Solutions
Forrester scored eight vendors in 2013 and named zero Leaders. It has not scored the category since 2018, right before AI training turned data center networking into one of the most consequential purchases in enterprise infrastructure.
Data Lakehouses
Forrester is telling buyers to stop evaluating this category on storage. As AI agents move from generating insight to executing business processes, the lakehouse is being asked to become an execution layer with no room for imprecision.
Employee Experience Management Platforms
Forrester's current map covers twenty nine vendors selling seven genuinely different products, from survey tools to HCM suites. Employee experience management is not a product category, it is an outcome that seven product categories claim to deliver.
Experience Optimization Solutions
Forrester predicted another year of customer experience mediocrity in the same commentary where it named digital experience improvement the most common CX fix. The tooling works. It optimizes a fixed surface it cannot redesign.
Experience Research Platforms
An AI moderator can interview participants at scale. Synthetic responses can stand in for them entirely. One automates the interviewer, the other automates the respondent, and the distance between those two ideas is where the interesting question in this category sits.
External Threat Intelligence Service Providers
Some buyers want a platform, some want curated alerts, and some just want raw data. Those are three different products, and a category containing all three cannot produce a useful ranking until you know which one you are shopping for.
Financial Crime Management Solutions
A bank running fraud detection and a bank running anti-money-laundering are watching the same transactions for opposite reasons. Forrester is merging the two categories, which fixes the blind spots and does nothing about the mismatched incentives underneath.
Human Risk Management Solutions
Every reference customer adopted coaching. It is also the capability they rated least valuable. That gap is the sharpest diagnosis available of why these programs underdeliver.
Identity Verification Solutions
Deepfake detection went from absent to decisive in three years. Each generation of identity verification gets defeated by the previous generation's data breaches or the current generation's synthetic media, and the problem never gets solved, only moved.
Application Security Testing Platforms
Vendors in this market sell consolidated platforms. Forrester scores the components separately, static analysis and software composition analysis, because component quality varies enormously inside a single bundled product.
Agentic Development Platforms
Most analyst categories are defined by what belongs in them. This one is mostly defined by what does not, deliberately excluding both general agent building tools and the vibe coding app generators it gets confused with.
AppGen And Low-Code Platforms
Forrester's own framing is blunt: AppGen is eating low-code. Generation quality is converging across vendors, which means the enterprise platform underneath, not the creation experience, is what actually decides a purchase.
Application Modernization And Migration Services
Migration moves an application unchanged. Modernization changes it. Both were sold under one banner for a decade, and untangling the two is where most of the actual business case in this category lives.
Digital Fraud Management
Almost every fraud control answers one question: is this person who they claim to be. The uncomfortable development of the last few years is that a growing share of losses now happen when the answer is yes.
AI Platforms
Four years ago Forrester's AI platform evaluation was full of data science workbenches. The current one includes a CRM vendor, an RPA vendor, and an ITSM vendor, because agentic AI redrew what the category means.
Agentic Development Security Tools
The problem this category exists to solve is not that AI writes bad code, it writes code that works: functionally correct and exploitable by default, at machine speed and at volume.
API Management Software
API management was built around a person reading documentation before calling an endpoint. That assumption is being dismantled as AI agents become the primary consumers of enterprise APIs.
Agentic Control Plane Solutions
Ask a large enterprise how many AI agents it runs and you will not get an accurate answer, only a confidently wrong one. This is the newest category in Forrester's agentic coverage, built to make agents visible and keep them inside a boundary.
Application Modernization And Multicloud Managed Services
Forrester merged two evaluations, modernizing software and running it afterward, because customers already preferred a single supplier across both by a four to one margin. A quieter customer fear explains why some buyers still resist that combination.
Augmented Business Intelligence Platforms
The word augmented entered this category's name because only some vendors could do it. It left because every vendor could, a textbook case of a differentiator becoming a baseline.
Climate Risk Analytics Software
Line up Forrester's three vendor lists for this market and the pattern is not competition, it is absorption. Climate science startups built the models, and ratings agencies bought them for the institutional credibility a number needs to survive scrutiny.
Cloud Native Application Protection Solutions
CNAPP exists to replace a stack of overlapping cloud security tools with one integrated platform. Forrester rated only three of fourteen vendors above average on customer feedback, which says a lot about how often that promise gets kept.
Cognitive Search Platforms
Enterprise search used to be an unglamorous convenience. Now it is the layer that decides whether your AI tells employees the truth, which raised the stakes on retrieval quality considerably.
ESG Data And Analytics Providers
Ask two ESG rating providers to score the same company and they can reach opposite conclusions. That single fact explains why Forrester quietly dropped the word ratings from this category's name.
AI Platforms In China
Forrester runs two Waves for AI platforms, one global and one for China, and the vendor lists share almost nothing. Regulation, data sovereignty, and compute constraints explain why.
AI Services
By 2026 the question of who can help you do something with AI had split in two, advisory work and engineering work. Forrester dissolved this category into two successors for exactly that reason.
AI Foundation Models
In 2024 Forrester ranked the large language models themselves. Two years later the category split in two, and the split says something real about how enterprises actually buy AI.
AI Consulting Services
The firms winning the largest AI advisory engagements in 2026 are not the ones with the strongest strategic reputation. They are the ones that can carry a plan past the slide deck and into production.
AI Decisioning Platforms
The vendors leading this category are not the names most associated with artificial intelligence. They are credit scoring firms and rules engine companies, because what is being sold is accountability, not intelligence.
AIOps Platforms
Compare the 2022 and 2025 vendor lists and the interesting story is not who scored well, it is who stopped existing. AIOps is not dying, it is being absorbed by the observability platforms that already own the telemetry.
Adaptive Process Orchestration Software
Forrester and Gartner named the same emerging market within months of each other and gave it two different names. Comparing the definitions shows what each firm thinks actually matters.
All-In-One Event Management Platforms
Twenty-two percent of large enterprises run six or more separate event technology platforms. This category is the consolidation answer, and the inclusion criteria are the whole story.
B2B Customer Data Platforms
Forrester's 2023 evaluation assessed standalone B2B CDP providers. By 2025 the word standalone was gone, and two of the vendors named Leaders were Adobe and Oracle.
B2B Event Management Technology
This category has been renamed three times in five years. Read in order, the retired history is a fairly precise record of what B2B marketers were worried about at each moment.
Business Process Outsourcing Services
Business process outsourcing has an awkward structural problem. It has historically been paid by the seat, and the technology it now has to sell is technology that removes seats.
Cloud Cost Management And Optimization Solutions
Multicloud cost visibility is now commodity functionality. Differentiation has moved to optimization depth, and almost every independent vendor in this category has already been acquired by an infrastructure company.
Digital Asset Management Systems
For twenty years a DAM was a library for the creative team. It is now the place an enterprise keeps the only content its AI tooling is allowed to treat as authoritative.
Digital Customer Interaction Solutions
This category exists because omnichannel did not work. Integrating the back end said nothing about how each digital channel should actually behave.
Digital Employee Experience Management Solutions
Most technology problems inside a company never become a support ticket. This category exists to make the gap between what IT measures and what employees actually experience visible.