The Foundation of AI Security Just Got Independent Validation.
Forrester named BigID a Leader in The Forrester Wave™: Sensitive Data Discovery And Classification Solutions, Q2 2026.
BigID is one of three Leaders out of ten evaluated, and received the highest possible scores in eleven criteria, including the capabilities every serious AI security program is built on.
You Can't Govern AI Without Knowing Your Data. Forrester Just Confirmed Who Does It Best.
AI security starts with a question most organizations can't fully answer: where is your sensitive data, who can reach it, and what happens when AI touches it?
Sensitive data discovery and classification is the answer layer. It's the infrastructure that makes AI governance, Zero Trust, DLP, and agentic access controls possible. Without it, you're enforcing policy on data you haven't fully seen.
Forrester evaluated ten of the most significant platforms in this space. BigID came out as a Leader, with the highest possible scores across the criteria that matter most for both data security programs and AI governance.
Eleven Criteria. Highest Possible Score.

Current Offering, Score 5/5:
- Cloud data source coverage
- On-premises data source coverage (including mainframe)
- Enrichment for classification
- Language support
- Tuning to improve accuracy
- Integrations
- Secure-by-design commitments

Strategy, Score 5/5:
- Innovation (25% of strategy weighting)
- Roadmap (20% of strategy weighting)
- Partner ecosystem
- Adoption
Scores are on a scale of 1 (below par relative to others evaluated) to 5 (superior relative to others evaluated). Source: The Forrester Wave™: Sensitive Data Discovery And Classification Solutions, Q2 2026.
What Forrester Found:
"BigID has "impressive strengths in discovery across both cloud and on-premises data sources (including mainframe environments), blend of classification techniques and enrichment, superior tuning capabilities, and broad set of integrations enable the platform to cover numerous use cases — from compliance and information governance to AI security and governance."
"BigID has a solid vision of an autonomous governance engine, and its excellent innovation strategy and well-defined roadmap of planned enhancements position it well to deliver."
"BigID is engineered for performance and petabyte scale."
"BigID is a compelling choice for multinationals, large organizations, and government entities with complex data environments and localization requirements."
Forrester does not endorse any company, product, brand, or service included in its research publications and does not advise any person to select the products or services of any company or brand based on the ratings included in such publications. Information is based on the best available resources. Opinions reflect judgment at the time and are subject to change. For more information, read about Forrester's objectivity here.
What "Superior" Means for Your Security Program
For AI governance
You cannot govern what AI touches without knowing what's sensitive and where it lives. Forrester found BigID covers "numerous use cases — from compliance and information governance to AI security and governance" — with the enrichment, context, and integration depth to make that coverage actionable, not just visible.
For board and regulatory accountability
When your board asks about data security posture — or a regulator does — "we have a platform Forrester scored at the top of the field" is a materially different answer than "we have tooling in place." Highest possible scores in secure-by-design commitments and integrations mean the posture you're reporting on is real.
For attack surface management
Sensitive data you haven't found is sensitive data you can't protect. "Impressive strengths in discovery across both cloud and on-premises data sources including mainframe" — Forrester's words — means the attack surface is mapped. The gaps that become breach vectors are the gaps in discovery. BigID closes them.
For what comes next
The highest possible scores in Innovation (25% weight) and Roadmap (20% weight) aren't retrospective. They're a forward-looking verdict on whether a platform will keep pace with the threat landscape. The "autonomous governance engine" vision is what AI-era security programs require — and Forrester found BigID is building it.
Built for the Organizations Where Data Security Cannot Fail
Forrester identified BigID as "a compelling choice for multinationals, large organizations, and government entities with complex data environments and localization requirements."
These are the organizations where a data breach isn't a news cycle — it's a regulatory action. Where AI governance isn't a roadmap item — it's a board-level mandate. Where petabyte-scale performance isn't a feature — it's a baseline requirement.
BigID Next is engineered for exactly those environments. And now there's independent third-party evidence to prove it.
FAQ:
What is the Forrester Wave for sensitive data discovery and classification? The Forrester Wave™: Sensitive Data Discovery And Classification Solutions, Q2 2026 is an independent evaluation by Forrester Research of the ten most significant vendors in this market, scored across current offering capabilities, strategy, and customer feedback. It is designed to help enterprise security leaders make purchase decisions in this category.
Was BigID named a Leader in the 2026 Forrester Wave? Yes. BigID was named a Leader in The Forrester Wave™: Sensitive Data Discovery And Classification Solutions, Q2 2026 — one of three vendors in the Leaders category out of ten evaluated.
What did Forrester find about BigID's AI security capabilities? Forrester's evaluation found that BigID's integrations and discovery capabilities "enable the platform to cover numerous use cases — from compliance and information governance to AI security and governance." Forrester also found BigID has "a solid vision of an autonomous governance engine" with an "excellent innovation strategy and well-defined roadmap."
What criteria did BigID score highest on? BigID received the highest possible score — a 5 out of 5 — in cloud data source coverage, on-premises data source coverage including mainframe, enrichment for classification, language support, tuning to improve accuracy, integrations, secure-by-design commitments, innovation, and roadmap.
Is BigID a good platform for enterprise AI governance? Forrester identified BigID as "a compelling choice for multinationals, large organizations, and government entities with complex data environments." The platform's petabyte-scale discovery, enrichment for classification, and broad integrations provide the data visibility foundation that enterprise AI governance programs require.
What does "autonomous governance engine" mean? Forrester cited BigID's "solid vision of an autonomous governance engine" as a strategic differentiator — referring to a platform capable of continuously discovering, classifying, enriching, and governing sensitive data with policy enforcement that operates at machine speed rather than requiring human intervention in every loop. This is the architecture AI-era security programs require as AI agents act with increasing autonomy on enterprise data.
The Forrester Wave™ is one of the most rigorous independent evaluations in enterprise technology. Read the full evaluation and see what it means for your AI security and data governance program.