Scientific AI system evaluation
Authorized assessment of scientific language models, evaluation processes, and co-scientist agents within a client-approved scope.
Capability Statement
Adversarial assurance for scientific AI systems.
Scientific language models, research agents, and sensitive data workflows are assessed through authorized, scoped evaluations and evidence-ready reporting.
Starting at $10,000 per engagement
Core capabilities
Sensitive research data assurance
Review of biological, chemical, and other sensitive data workflows, including access boundaries, system controls, and handling expectations.
Evidence-led risk and remediation
Documented findings, reproducible evaluation evidence, and prioritized recommendations for scientific, security, and compliance decision-makers.
Model and evaluation-system assessmentA bounded review of scientific model behavior, reliability, and oversight.Starting at $10,000 per engagement
Evaluate the stated behavior, reliability boundaries, and oversight controls of scientific language models and their test systems.
- Evaluation coverage and acceptance criteria
- Review of documented limitations and oversight mechanisms
- Prioritized findings for responsible system owners
- 01
Define authorization and scope
Confirm the system, intended use, permitted methods, and evaluation boundaries.
- 02
Set evaluation criteria
Agree on observable requirements, success measures, and evidence expectations.
- 03
Conduct controlled assessment
Evaluate the system within the approved environment and scope.
- 04
Review results and limitations
Check observations against criteria and document relevant uncertainties.
- 05
Report prioritized findings
Provide evidence and recommendations to the responsible system owners.
Applications
Scientific language models, model evaluation processes, and associated oversight systems.
Scope note
Evaluation is authorized and bounded. Findings describe the tested scope and do not guarantee future system behavior.
Contributing teams
Tortzal, Science
- Suggested NAICS
- 541690 Other Scientific and Technical Consulting Services541511 Custom Computer Programming Services541990 All Other Professional, Scientific, and Technical Services.
- Suggested PSC
- B524, B529, and B544 scientific studies and analysisAJ11 General Science and Technology R&D Services.
Research agent and toolchain assuranceExamine how research agents use tools and reach human approval points.Starting at $10,000 per engagement
Review how research agents interact with tools, data, and human approval points within authorized systems.
- Human oversight and authorization-boundary review
- Controlled evaluation against agreed requirements
- Findings mapped to ownership and remediation priority
- 01
Map the agent workflow
Document intended tasks, connected tools, data, and human decision points.
- 02
Review permissions and boundaries
Assess stated access controls, approvals, and operational responsibilities.
- 03
Evaluate agreed requirements
Conduct controlled checks within the authorized systems and methods.
- 04
Document observations
Record results, evidence, limitations, and relevant workflow context.
- 05
Prioritize improvements
Assign practical next steps to the teams responsible for the system.
Applications
Research agents, scientific toolchains, and human-in-the-loop workflows.
Scope note
Testing is limited to systems and actions explicitly authorized for the engagement.
Contributing teams
Tortzal, InfraOps, Ozcorp Scientific
- Suggested NAICS
- 541511 Custom Computer Programming Services541519 Other Computer Related Services541690 Other Scientific and Technical Consulting Services.
- Suggested PSC
- D307 IT Strategy and ArchitectureB524 and B529 scientific studies and analysis.
Sensitive research data workflow reviewReview controls around sensitive data as it moves through research systems.Starting at $10,000 per engagement
Assess systems handling sensitive scientific datasets, including data movement, access, retention, and operational responsibility.
- Access and handling-control review
- Risk and evidence documentation
- Remediation recommendations for the responsible team
- 01
Set data scope
Identify data classes, systems, purposes, and agreed review boundaries.
- 02
Map data movement
Document relevant sources, transformations, storage, and access points.
- 03
Review safeguards
Assess access, retention, validation, and operational ownership.
- 04
Record risks and evidence
Describe observed control gaps and supporting context.
- 05
Recommend corrective actions
Prioritize improvements for the teams responsible for data handling.
Applications
Biological, chemical, and other sensitive scientific data workflows.
Scope note
The review does not replace the client’s legal, privacy, biosafety, or regulatory determinations.
Contributing teams
Tortzal, Science, InfraOps
- Suggested NAICS
- 541690 Other Scientific and Technical Consulting Services541519 Other Computer Related Services541990 All Other Professional, Scientific, and Technical Services.
- Suggested PSC
- B524, B529, and B544 scientific studies and analysisD307 IT Strategy and Architecture.
Evidence package and decision briefAn evidence package that supports risk decisions and prioritized action.Starting at $10,000 per engagement
Translate an approved evaluation into clear findings and next steps for technical, scientific, and governance teams.
- Scenario and results catalog
- Reproducible evidence package
- Prioritized remediation roadmap
- 01
Consolidate evaluation records
Gather the approved scope, methods, observations, and evidence.
- 02
Validate findings
Check that conclusions are supported by recorded results.
- 03
Assess impact and priority
Organize findings by significance, ownership, and remediation needs.
- 04
Prepare the decision brief
Communicate findings and limitations for technical and leadership readers.
- 05
Deliver the evidence package
Provide agreed records and a practical remediation roadmap.
Applications
Technical review, governance decisions, remediation planning, and risk communication.
Scope note
Reports reflect the tested scope, available evidence, and agreed evaluation criteria.
Contributing teams
Tortzal, Ozcorp Scientific
- Suggested NAICS
- 541690 Other Scientific and Technical Consulting Services541990 All Other Professional, Scientific, and Technical Services.
- Suggested PSC
- B524, B529, and B544 Special Studies and Analysis.
Engagement and deliverables
Work proceeds through scope definition, controlled evaluation, and reporting. Depending on the engagement, outputs may include an executive findings brief, scenario catalog, evidence package, and remediation roadmap.
Who we support
Research organizations and teams developing or operating scientific AI systems, research agents, and sensitive scientific data workflows.
Ozcorp Scientific capability statement