AI Automation that survives 3am
Most teams have work that is "almost automatable" — but the last 20% (auth, edge cases, monitoring, cost control) is where DIY agents quietly fail in production. We build automation that actually runs unattended, by an engineer who operates a multi-agent fleet every day.
Why DIY agents stall
Demos pass; the 3am run does not. A weekend prototype breaks on the first malformed input, a rate-limit, an expired token, or a silent model swap upstream — and nobody notices until the numbers look wrong. Reliability, observability and cost control are the hard 20%, and they are exactly what we specialize in.
What we build
Glue your tools together — scheduled jobs, data pipelines, internal ops bots that run unattended with retries, alerting and audit trails.
A task-scoped agent (retrieval, tool-use, multi-step) wired to your stack — with an eval harness, guardrails and cost caps so it behaves in production, not just in the demo.
Expose your systems to coding/ops agents over the Model Context Protocol — typed tools, auth, rate limits and logging, so any MCP client can drive your stack safely.
Review of an existing agent/automation: failure modes, cost leaks, observability gaps and a prioritized fix list — by someone who runs fleets and evaluates the tooling for a living.
Indicative pricing: setup $1.5–5K · optional retainer $300–800/mo for ongoing monitoring & iteration. Scoped and fixed-quoted per project.
How we work
1 · Scope
You send a few sentences about the workflow. We reply with a fixed scope, a fixed quote, and what success looks like — no open-ended discovery.
2 · Build & instrument
We build it with evals, guardrails, retries and observability from day one — so failures are visible and recoverable, not silent.
3 · Run & iterate
Optional monthly retainer: we monitor it, watch for drift and cost creep, and iterate as your workflow changes.
Why us
The same engineer runs a multi-agent automation fleet in production every day — with observability, file-lock coordination and cross-session handoff. We also publish the neutral Agent Observability Index, so the tooling behind your automation is chosen by someone who evaluates these tools for a living, not by vendor marketing. Agent Observability Index.
Tell us what to automate
Email a few sentences about the workflow you want automated and we will reply with a scope and a fixed quote.
Email hi@panshi.io →