Tim McAllister · AI trust in practice

AI Trust
Market Report.

The only constant is change. Get the report and follow the updates as the AI security and trust market evolves.

The publication record

Release history

  1. v1.0.0

    An enterprise control map, viewed through a DigiCert AI Trust lens

    By Tim McAllister. Report date: . Research cutoff: .

    A public-source analysis of enterprise AI security and trust, focused on where DigiCert’s documented agent identity, runtime policy, signing and provenance capabilities fit. It maps nineteen architectural categories, compares complementary control roles, examines dated market changes and classified incidents, and proposes measurable buyer tests. Author analysis is separated from vendor claims and documented facts.

    Scope, method, findings and sources

    Scope

    Enterprise AI agents, their data and execution paths, software/model integrity and content provenance. Principal market-news window July 20–October 18, 2026; historical context explicitly dated. Nineteen author-defined categories; no exhaustive census or market-share estimate.

    Method

    Selective desk research using public issuer filings, provider/project documentation, corporate announcements, advisories and first-party incident/research accounts accessed October 18, 2026. Documented facts, vendor claims, research demonstrations and author analysis are distinguished. No product efficacy tests, customer interviews or confidential inputs underpin public claims.

    Key findings

    Capabilities covered

    • AI discovery and posture
    • Testing, red teaming and evaluation
    • Detection and response for AI
    • Deepfake and synthetic-identity defense
    • Agent identity, NHI and secrets
    • Action authorization and policy
    • AI governance, risk and compliance
    • SaaS and agent-platform native controls
    • Runtime guardrails and AI/MCP gateways
    • Data security for AI
    • Workforce AI and browser controls
    • Execution isolation and sandboxes
    • DNS and network trust
    • OT, device and cyber-physical trust
    • Software, model and AI supply-chain integrity
    • PKI, certificate lifecycle and crypto-agility
    • Content provenance and authenticity
    • Confidential computing and attestation
    • Cross-organization agent trust and commerce

    References

    1. AI Trust Manager general-availability announcement

      Published . Accessed .

    2. AI Trust Manager: September 15 release notes

      Publication date unavailable. Accessed .

    3. AI Agent Trust: identity, security and governance

      Publication date unavailable. Accessed .

    4. AI Trust Manager product page: Model Trust preview

      Publication date unavailable. Accessed .

    5. DigiCert Brings AI Passports to the NVIDIA Open Agent Safety Platform

      Published . Accessed .

    6. Software Trust Manager

      Publication date unavailable. Accessed .

    7. Content Trust Manager

      Publication date unavailable. Accessed .

    8. Independent trust validation with Google Cloud

      Published . Accessed .

    9. Varonis Form 8-K: merger agreement with Proofpoint

      Published . Accessed .

    10. Proofpoint to acquire Varonis: joint release, Exhibit 99.1

      Published . Accessed .

    11. Cyera completes acquisition of Oasis Security

      Published . Accessed .

    12. Bring data and identity together to secure the agentic enterprise

      Published . Accessed .

    13. Beyond static secrets: Keyfactor closes Cofide acquisition

      Published . Accessed .

    14. NVIDIA launches Open Agent Safety Platform

      Published . Accessed .

    15. NVIDIA OpenShell

      Publication date unavailable. Accessed .

    16. Getting started with Policy in AgentCore

      Publication date unavailable. Accessed .

    17. Stop a running AgentCore session

      Publication date unavailable. Accessed .

    18. What is Microsoft Entra Agent ID?

      Publication date unavailable. Accessed .

    19. Cisco AI Defense data sheet

      Publication date unavailable. Accessed .

    20. Prisma AIRS documentation

      Publication date unavailable. Accessed .

    21. SPIFFE overview

      Publication date unavailable. Accessed .

    22. OpenSSF Model Signing v1.0 launch

      Published . Accessed .

    23. RFC 9334: RATS Architecture

      Publication date unavailable. Accessed .

    24. C2PA Technical Specification 2.4

      Publication date unavailable. Accessed .

    25. NIST AI Risk Management Framework

      Publication date unavailable. Accessed .

    26. Compromised PyTorch-nightly dependency chain

      Published . Accessed .

    27. GitHub MCP exploited: accessing private repositories via MCP

      Published . Accessed .

    28. AWS-2025-015: Amazon Q Developer extension

      Published . Accessed .

    29. Data theft via Salesloft Drift

      Published . Accessed .

    30. Opsin announces $21M funding

      Published . Accessed .

    31. Harmonic announces $50M Series B

      Published . Accessed .

    32. Pluto emerges from stealth with $42M total funding

      Published . Accessed .

    33. Rein announces Series A

      Published . Accessed .

    34. Rein company-issued Series A announcement

      Published . Accessed .

    35. Kontext announces $4M financing

      Published . Accessed .

    36. Outerlimit emerges from stealth with pre-seed funding

      Published . Accessed .

    37. Eve extends seed round to $7.5M

      Published . Accessed .

    38. AIUC announces Series A

      Published . Accessed .

    39. Exein announces financing for physical-AI security

      Published . Accessed .

    40. Zenity announces $125M Series C

      Published . Accessed .

    41. Okta Agent Gateway runtime security

      Published . Accessed .

    42. Aembit extends access controls to personal AI agents

      Published . Accessed .

    43. Zenity Labs discloses AgentCorruption

      Published . Accessed .

    44. Mistral security advisory MAI-2026-003

      Published . Accessed .

    45. DIVD case DIVD-2026-00014

      Published . Accessed .

    46. Zammad advisory: CVE-2026-102489 / CVE-2026-102490

      Published . Accessed .

    47. Hugging Face July security incident

      Published . Accessed .

    48. OpenAI acknowledgment of Hugging Face model-evaluation incident

      Published . Accessed .

    49. Hugging Face incident and the road ahead

      Published . Accessed .

    50. Shared clipboard inside the sandbox: cross-account leakage research

      Published . Accessed .

    51. APSB26-147: Content Credentials SDK security update

      Published . Accessed .

    What changed

    • First personally authored public-source edition with DigiCert-focused analysis.
    • Rebuilt public evidence, taxonomy, availability distinctions and buyer tests; no confidential source package redistributed.

    Cite this version: Tim McAllister. AI Security and Trust Market. v1.0.0. Published October 18, 2026 at 09:15:11 PM UTC. Public version citation.

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What to expect

One reference for each release

Each edition keeps a public version reference on this page. New findings and corrections appear in a new version, with a change summary. Confirm your email to download the current PDF.

A separate subscription

Report updates and AI incident alerts are separate choices. Signing up for one does not subscribe you to the other.

Sources and judgment

Each release will explain its scope and method, link to dated references, and distinguish documented facts, vendor claims, and my analysis.

Clear authorship

Each release will state its affiliations and disclosures. My independent analysis will be identified separately from any guidance approved by my employer.