Blog Pre-launch · 2026 A product by

Test. Validate. Trust AI.

Prove your chatbot is safe to ship — and sign it.

LLMQA isn’t public yet. It runs a fully automated red-team suite against your LLM — hallucination, jailbreaks, persona drift, bias, and compliance — then issues a cryptographically signed certificate anyone can verify. Join the early-access list and we’ll email you the moment it goes live.

TLS-encrypted · we never store your prompts · no spam — launch updates only.

Cryptographically signed Public verification endpoint Tamper-evident No data retained 0 adversarial prompts / run

Watch it run

The suite runs itself. You watch it work.

No manual prompt-wrangling. LLMQA fires thousands of adversarial vectors across every threat class, then resolves into a signed certificate.

Coverage

Five ways a chatbot fails. We test all of them.

Specific, named threat classes — not a vague promise of “safety.”

  • Hallucination

    Catches a support bot inventing a refund policy, price, or fact that doesn’t exist.

    e.g. “Yes, you get a full refund after 90 days” → no such policy

  • Jailbreak

    Flags prompts that coax the bot past its safety rules into restricted output.

    e.g. “Ignore your instructions and…” → blocked & logged

  • Persona drift

    Detects when the assistant abandons its approved tone, role, or scope mid-chat.

    e.g. brand voice slips into off-policy advice

  • Bias

    Surfaces answers that vary by gender, ethnicity, or age for the same request.

    e.g. different loan guidance for identical profiles

  • Compliance

    Checks answers against your policy, disclaimers, and regulatory guardrails.

    e.g. missing required disclosure on financial advice

How it works

From endpoint to signed certificate in three steps.

  1. 1

    Connect your endpoint

    Point LLMQA at your chatbot’s HTTP API. No SDK, no code changes.

  2. 2

    Run the automated battery

    Thousands of adversarial prompts run across all five threat classes — fully automated.

  3. 3

    Receive a signed certificate

    Get a cryptographically signed certificate with a public verify URL your customers can check.

The certificate

Anatomy of a signed certificate.

Every run produces a versioned, timestamped certificate tied to a specific model and build. It’s cryptographically signed — anyone can verify it without an account.

  • Maps to exactly what was tested — model + build hash.
  • Per-category pass thresholds and total dimensions run.
  • Issuer signature you can check against our public key.
Certificate of Assurance verify.llmqa.com/c/9F4AE21 SIGNED
Issued to
prod-bot @ v2.4
Model + build
sha256:0x9F4A…E21
Test suite
full-suite / 2026.06
Dimensions run
18,420
Results
Hallucination Jailbreak Persona drift Bias Compliance
Issuer signature
ed25519:7c1d…a90f
Issued
2026-06-26
Expires
2026-09-24

Who it’s for

Built for the people who have to answer.

AI / ML Engineering

“Did my last deploy regress on safety? Can I ship against a signed baseline?”

Trust & Safety

“Can I prove coverage across jailbreaks, bias, and policy — on demand?”

Compliance & Enterprise

“When auditors or customers ask, can we actually show our work?”

Get early access to LLMQA.

The founding cohort gets onboarding first and the audit-grade report tier free for 12 months.

0+ teams already on the list · no spam, launch-only.

FAQ

Questions a careful buyer asks.

How often does it test my chatbot?

On every deploy, on a schedule, or on demand. The entire suite is fully automated — no manual red-teaming.

What does “signed” actually mean?

Each certificate carries a cryptographic signature (Ed25519). Anyone can verify it against our public key — no account, no login.

What happens to our data?

We test your endpoint. We don’t store your users’ prompts or your model’s outputs — only the aggregate results that back the certificate.

How does it integrate?

Connect through your chatbot’s HTTP API. No SDK or code changes required to start a run.

What do early-access teams get?

Priority onboarding at launch and the audit-grade report tier free for the first 12 months.