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AI Automations

Agents you can audit.

Agents that read, decide, and act inside your systems, with evals, guardrails, and audit logs so you can trust what they did at 3 a.m.

Book a 30-minute call

Stack

ClaudeClaude Agent SDKMCPLangGraphPythonTypeScriptPostgres + pgvectorKubernetes

Deliverables

What the engagement produces.

A scope reads like this list, with dates and a number beside it.

  • 01Agentic workflows on Claude with tool use, MCP, and human-in-the-loop checkpoints
  • 02Document, message, and media pipelines: classification, extraction, moderation
  • 03Eval suites and regression tests so model upgrades never surprise you
  • 04Guardrails, rate limits, cost controls, and full audit trails
  • 05Integration with the systems you already run: CRMs, ticketing, data warehouses

Case studies

Where it has run.

  • Trust & safety

    ModWell

    2.5 billion messages moderated by agents in 90 days.

    Agentic moderation across game chat networks. In its first three months the system processed 2.5 billion messages and identified 3 to 5 child predators operating inside games, escalating each case with evidence intact.

    messages in 90 days
    2.5 B
    messages in 90 days
    predators identified and escalated
    3–5
    predators identified and escalated
    unattended, with human review
    24/7
    unattended, with human review

    Claude · Python · Kafka · Postgres · Kubernetes

  • Consumer fitness

    Setrics

    A native mobile app shipped through both stores.

    iOS and Android app with Expo, an Auth0-secured API, and EAS release pipelines, from design system to App Store review.

    from one codebase
    Both stores
    from one codebase
    secured API and logins
    Auth0
    secured API and logins
    automated releases
    EAS
    automated releases

    React Native · Expo · TypeScript · Python · Auth0 · Cloudflare

  • 74 PB
    data under management

    Warehouses, lakes, and streaming stores we designed and still operate.

  • 1 TB/s+
    peak pipeline throughput

    Peak ingest across our streaming and batch systems.

  • 2.5 B
    messages processed in 90 days

    Agentic moderation for ModWell, one game network at a time.

Get started

Tell us what should run unattended.

Thirty minutes. You describe the problem, and we tell you honestly whether we are the right people for it.

Book a 30-minute call

No discovery deck, no sales engineer.