Tool use, human approvals, and traces—agents that complete work without silent side effects.
Automate with guardrails—plans, tools, and human checkpoints in one run log
We orchestrate LLM plans with typed tool contracts—each action records arguments, results, and policy evaluations before the next step. Sensitive tools require human-in-the-loop approvals or role gates; sessions replay for auditors with redaction rules. Evaluations measure task success rates per workflow—shipping a new tool version requires passing regression suites on synthetic and production-shadow traffic.
01 // THE MANDATE
Tool use, human approvals, and traces—agents that complete work without silent side effects.
We orchestrate LLM plans with typed tool contracts—each action records arguments, results, and policy evaluations before the next step. Sensitive tools require human-in-the-loop approvals or role gates; sessions replay for auditors with redaction rules.
Evaluations measure task success rates per workflow—shipping a new tool version requires passing regression suites on synthetic and production-shadow traffic.
02 // ENGINEERING
Development process
Structured phases—from discovery to launch—with clear ownership and handoff points.
Use case selection (weeks 1–3)
MVP (weeks 3–10)
Pilot (weeks 8–14)
Hardening (weeks 12–18)
Operate (ongoing)
03 // CAPABILITIES
Core Capability Matrix
The building blocks of your solution
Workflows
DAGs; branching; retries.
Tools
REST; SQL guarded; email optional.
Memory
scoped; TTL; PII filters.
Policies
allowlists; rate limits; cost caps.
HITL
approval inbox; timeouts; escalation.
Tracing
OpenTelemetry-style spans.
Connectors
Slack; Jira; CRM optional.
Sandbox
dry-run; simulated tools.
API
start run; resume; cancel.
Multi-agent
handoffs optional.
04 // DELIVERY LIFECYCLE
The strategic roadmap
Milestones and checkpoints—each phase has a clear outcome before the next begins.
Weeks 1–3: Threat model for tools.
Weeks 4–8: Alpha on synthetic tasks.
Weeks 9–14: Limited production with approvals.
Weeks 15–18: Broader automation with caps.
Ongoing: Tool library expansion.
05 // PRODUCT SCOPING
Choosing your path
Two engagement models—start lean and iterate, or commit to a full platform build from day one.
MVP
Speed & essentialism
Full product
Enterprise maturity
06 // PARTNERSHIP
Why work together
A single accountable partner across strategy, build, and go-live—not a revolving door of vendors.
End-to-end ownership: discovery, architecture, implementation, and launch—with clear communication and production-grade engineering.
- Discovery & alignment
- Systems that scale
- Implementation depth
- Clear comms
07 // CLARITY
Frequently asked
Agents handle variation; deterministic bots handle stable UIs—often combined.
08 // MORE SOLUTIONS
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Tell me about your product goals and timeline—I'll respond with a clear path forward.