Agent Evaluation Consulting
RepKit integrations + evaluation frameworks built for real production agents.We design and implement evaluation systems that match your agent architecture, risk profile, and operational realities so evaluation becomes infrastructure, not a one-off benchmark.
Why Teams Engage Us
- Turn evaluation into production infrastructure (not pre-launch gating)
- Avoid failure modes that derail pilots (drift, cascades, deadlocks)
- Implement framework-agnostic patterns that survive model and tool changes
- Operationalize governance with auditability and escalation paths
What We Do: RepKit-First Evaluation Systems
Every engagement is grounded in our Playbook and implemented through RepKit-first evaluation design so evaluation becomes an operational system that produces durable signals over time.
RepKit Integrations & Evaluation Framework Design (Core Offering)
We design agent evaluation systems that are fit-for-purpose and implementable. Most engagements start by wiring RepKit into your agent runtime so every interaction produces structured evaluation signals and reputation over time.
What You Get
- Evaluation architecture mapped to your agent topology (single-agent, multi-agent, tool-using, routers)
- Dimension design (accuracy, safety, grounding, latency, cost) + thresholds
- Interaction-based logging plan (what to log, where, and how to normalize)
- Reputation model choices (recency, weighting, confidence tiers) and how to consume outputs
- Integration plan for CI + production (what runs where, and what's always-on)
Failure Mode Review (Add-on)
Targeted review of the system to prevent goal drift, hallucination cascades, tool misuse, and coordination deadlocks.
Governance & Oversight (Add-on)
HITL escalation, audit trails, policy alignment, and operational guardrails that plug into your evaluation signals.
Production Readiness (Add-on)
Monitoring and observability requirements, rollout strategy, and incident playbooks tied back to evaluation telemetry.
How We Work
Flexible engagement models to match your team's needs and timeline.
Strategy Workshop
1-2 daysOutcome: Evaluation System Blueprint + RepKit integration plan + first set of dimensions and thresholds.
Advisory Retainer
MonthlyOutcome: Ongoing design and implementation support until RepKit is integrated across dev, staging, and production.
Embedded Expert
3-6 monthsOutcome: RepKit integration shipped, evaluation system operationalized, team trained, and handoff docs delivered.
Built on the Playbook - Implemented in Your Stack
We don't just describe patterns. We implement them inside your agent runtime and evaluation pipeline, anchored on RepKit and grounded in real-world failures.
What Teams Report
- Clearer evaluation frameworks matched to their agent architecture
- Earlier identification of failure modes during development
- Stronger governance structures grounded in evidence
- Framework-agnostic patterns that work across implementations
Optional: Early Access to Agent Playground
For teams who want a controlled environment to test scenarios and compare agent behavior, we offer early access to Agent Playground alongside consulting.
Frequently Asked Questions
Common questions about our consulting services.
What does a consulting engagement include?
Each engagement is tailored to your needs, but typically includes: discovery sessions to understand your architecture and use cases, evaluation framework design, failure mode analysis, implementation guidance, and knowledge transfer to your team. We work hands-on with your engineers.
Do you only consult if we use RepKit?
We can advise on evaluation design independently, but our best outcomes come from implementing RepKit so evaluation is continuously captured from real interactions.
How long does implementation take?
It depends on the engagement type. Strategy workshops are 1-2 days. Advisory retainers provide ongoing support month-to-month. Embedded expert engagements typically run 3-6 months for comprehensive evaluation infrastructure. We'll recommend the right model based on your needs.
Do you work with early-stage startups?
Yes! We work with teams at all stages, from pre-product startups to enterprise. For early-stage teams, strategy workshops are often the best fit - you get actionable guidance without a large commitment. We'll be honest about what makes sense for your situation.
What frameworks and tools do you support?
We're framework-agnostic. We integrate with your orchestration layer and instrument the runtime - LangChain, AutoGen, CrewAI, custom routers, and proprietary stacks.
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