NEW Dapper case study — 4 hours of DM triage cut to 12 seconds Read it
AI · OPERATIONS · CONSULTING

The AI
operations
lab.

We embed AI inside your systems — from agents tailored to your business, to AI negotiators and researchers. We replace the manual work no one wants to do.

STACK
  • Make · Zapier · n8n
  • Claude · OpenAI
  • FastAPI · Python
  • Supabase · Postgres · pgvector
  • React · TypeScript
  • Notion · Slack · Telegram
  • Instagram Graph API
  • WhatsApp Business API
24+
Production agents shipped
11wk
Average spec to production
4h→12s
Best documented speedup
100%
Engagements with handoff
Operations teams shipping with us
Dapper
Carvallo
Northwind
Vela
Atlas Ops
Brackish
Foxglove
Lumen
Karoo
Tidemark
Anchor
Mariner
SERVICES

Three ways we work.

CASE STUDIES

What we've shipped recently.

Dapper Dating
PRODUCTION · 2026

Cutting four hours of DM triage to seconds.

Dapper, a dating-management business, was burning four hours a day triaging Instagram DMs and Telegram messages into Notion CRM. We shipped an agent that did it in seconds.

4h12s
Triage time per day
9
Tools wired into the agent
11 wk
Spec to production

The agent reads Instagram + Telegram history, queries Notion-mirrored CRM data, and writes updates back to live Notion pages and Instagram DM. Operators chat with it like a teammate.

FastAPI Supabase pgvector OpenAI gpt-5.2 React 19 Notion API Telegram Bot
Read the full case study
Carvallo Motors
IN BUILD · 2026

Automating car purchase negotiations from Facebook Ads.

Carvallo Motors receives car offers through Facebook Ads. We built an agent pipeline that verifies pricing, requests missing info via WhatsApp, then hands off to a negotiator agent that tries to buy each car at the minimum price.

3
AI agents in the pipeline
~16d
Estimated build time
0
Manual steps once live

The pipeline reads Facebook Ads form submissions via Make, routes them through a Claude-powered investigator that checks pricing and completeness, follows up over WhatsApp Business API, then activates a negotiator agent the following day to close the deal.

Make Claude WhatsApp Business API Supabase Facebook Ads
MANIFESTO

We don't sell SaaS. We don't keep your data. We don't keep you on a retainer.

We ship the tool, we train your engineers, and we leave. The agent runs inside your stack, on your data, with your auth. You own it the day we hand it over — including the prompts, the evals, and the deploy scripts.

AI doesn't replace your operations. It grows roots through them.

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Mangrovia Labs