Private assurance engagements
Invariance audits for real AI deployments.
Invarra helps teams test whether their models and assistants preserve the right behavior under variation, pressure, and workflow-specific boundary conditions.
Who this is for
Teams that need behavior evidence before rollout.
Invarra audits support teams responsible for AI model selection, private assistant behavior, remediation, retesting, and public benchmark candidate preparation.
- AI governance teams
- Model risk teams
- Enterprise AI platform teams
- Internal audit teams
- AI product security teams
- Compliance-adjacent technology teams
- AI labs
- Consulting firms
- Enterprises deploying internal copilots, RAG tools, support assistants, and tool-using agents
Audit offers
Engagements shaped around the deployment boundary.
Model Selection Audit
Compare two to eight models on a declared benchmark domain or private workflow boundary.
Best for
Choosing between local open-weight models, frontier APIs, replacement models, or smaller models.
Private Assistant Audit
Audit a client-specific assistant boundary using private-client templates and expected behavior contracts.
Best for
Copilots, RAG assistants, support assistants, tool-use assistants, and compliance-adjacent assistants.
Remediation & Retest
Measure whether prompt, policy, retrieval, wrapper, or model changes actually improved behavior.
Best for
Teams that need evidence after a failed audit or before a production rollout.
IPB Publication Package
Prepare public-candidate benchmark artifacts under IPB methodology and disclosure boundaries.
Best for
Public comparisons, investor-facing technical credibility, research announcements, and benchmark programs.
Engagement workflow
From scoped boundary to evidence-backed findings.
- 01
Scope the assistant boundary.
- 02
Define expected behavior and caveats.
- 03
Build or select an audit corpus.
- 04
Run model/system audits.
- 05
Produce evidence-backed findings.
- 06
Prioritize remediation.
- 07
Retest with held-out or non-destructive comparison where appropriate.
What you receive
Coverage-gated report artifacts.
- Executive summary
- Technical findings dossier
- Model/system manifest
- Evidence bundle
- Correctness and stability metrics
- Coverage gate status
- Representative findings
- Caveats and non-claims
- Remediation priorities
- Optional retest plan
Private-client assurance support
Public benchmark methodology can inform private assurance work, but client-specific corpora and sensitive evidence remain separated from public artifacts.
What this does not claim
- Invarra does not certify that a model is globally safe.
- Invarra does not replace legal, compliance, security, medical, financial, or regulatory review.
- Invarra does not claim to rank all models objectively across all tasks.
- Invarra does not publish raw private corpora or hidden generation machinery.
- Invarra does not claim that stable behavior is necessarily correct behavior.
Audit request