AI evaluations built around real professional work
Measure how well your AI models and agents retrieve evidence, reconcile conflicting information, use tools, and complete complex business tasks.
FAHalways develops expert-authored evaluation environments using realistic documents, spreadsheets, datasets, presentations, and code. Each engagement pairs professional assignments with clear scoring criteria and reference outcomes, helping your team identify failures and assess completed-work quality.
Explore the three-case evaluation pilot Discuss your workflow
Build the evaluation your workflow needs
Environment Studio
Commission evaluation environments tailored to your industry, workflow, and model capabilities. We develop source materials, multi-step assignments, expected deliverables, and evidence-linked scoring rubrics.
Case Library
License independently owned or rights-cleared professional cases for benchmarking and evaluation. Select environments that challenge evidence reconciliation, analytical reasoning, document production, and technical problem-solving.
Agent Evaluation Lab
Evaluate retrieval, grounded answers, tool use, exception handling, and human handoffs. Assess whether your agent completes the task correctly, recognizes missing evidence, and escalates when appropriate.
Reviewer & QA Services
Strengthen evaluation consistency with reference outputs, reviewer calibration, rubric review, and structured quality checks. Identify critical errors and distinguish partial progress from successful completion.
Test the capabilities that matter
Retrieval and evidence grounding
Does the system find the right sources, support its claims, and recognize when the evidence is insufficient?
Reasoning across conflicting information
Can it reconcile inconsistent documents, detect discrepancies, and explain its decisions?
Tool use and workflow completion
Does it select appropriate actions, handle exceptions, and produce usable deliverables?
Professional output quality
Are calculations, analyses, documents, and recommendations accurate, complete, and aligned with the assignment?
Realistic environments. Clear evaluation criteria.
Professional work involves incomplete information, competing versions, imperfect files, and decisions that require judgment.
Our evaluation packages bring these challenges into a defined testing environment, with source files, assignments, reference outcomes, reviewer rubrics, and quality records. Reviewer materials are supplied separately from the materials available to the model or agent.
Start with a focused paid pilot
Choose one workflow and the capabilities you want to measure. We will scope a three-case pilot with agreed deliverables, scoring criteria, and acceptance requirements.
Pilots can be developed using rights-cleared materials without requiring access to live customer data or production systems.
Custom benchmark development, case licensing, and reviewer support are quoted according to scope.
Discuss a paid pilotAI Strategy & Implementation
Alongside evaluations, FAHalways supports AI opportunity assessment, pilot development, implementation, and governance. Connect evaluation findings to practical improvements in your AI workflows.
Consulting & implementation services
Identify a practical starting point for AI in your organization.
Proposed deliverables: a workflow and needs assessment, a prioritized opportunity shortlist, a high-level readiness review, and recommended next steps with success criteria.
This advisory engagement helps define an implementation or evaluation scope. It does not include model development, production integration, or a custom evaluation dataset.
Contact us to confirm the scope and deliverables before purchasing. Listed package price: $1,500.
Build a working prototype for one agreed AI workflow.
Proposed deliverables include a data-readiness review, model or tool selection, a pilot implementation, evaluation criteria, and a findings-and-next-steps handoff.
This implementation pilot develops a solution. The separate AI evaluation pilot develops cases, source materials, and scoring rubrics to assess model or agent capabilities.
Starting price: $10,000. Confirm requirements, access, timeline, deliverables, and the final scope with us before purchasing. Production rollout and ongoing support require a separate agreement.
Contact consulting@fahalways.com to discuss your pilot.
Develop and integrate an AI solution with a defined evaluation and governance plan.
Proposed deliverables include solution architecture, agreed model or workflow development, integration with specified systems, acceptance testing, operating documentation, and a governance handoff covering review, escalation, and monitoring responsibilities.
Evaluation findings inform implementation priorities and acceptance criteria. System access, data readiness, security requirements, milestones, and support arrangements are agreed before work begins.
Starting price: $60,000. Contact consulting@fahalways.com to confirm requirements and a written scope before purchasing.
Plan and deliver integration of an agreed FAHalways product or AI workflow with your organization’s infrastructure.
Proposed deliverables include an integration assessment, interface and data-flow plan, configured connections within the agreed environment, acceptance testing, and technical handoff documentation.
Fossil-Image and Prior-Auth Copilot remain in development. Any engagement involving these products depends on product readiness, validation, and an agreed deployment scope; this listing does not establish general availability.
The current catalog price is $100,000. Contact consulting@fahalways.com before purchasing to confirm availability, deliverables, milestones, and a written project quote. Licensing, infrastructure costs, and ongoing support are addressed in that scope.
Tell us what your AI needs to do
Share your industry, target workflow, and the failures you need to detect. We will help define an evaluation engagement suited to your goals.
Discounted prices are available upon request for not-for-profits and firms which encourage improved societal impact.