NEW Dapper case study — an operations product that cut DM triage to seconds Read it
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AI · OPERATIONS · PRODUCTS

AI tools
in your hands
fast.

We create powerful AI operations products, implement them for your team, and keep improving them after launch.

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STACK
  • Make · Zapier · n8n
  • Claude · OpenAI
  • FastAPI · Python
  • Supabase · Postgres · pgvector
  • React · TypeScript
  • Notion · Slack · Telegram
  • Instagram Graph API
  • WhatsApp Business API
24+
Product workflows shipped
10d
Typical access to first value
4h→12s
Best documented speedup
100%
Products actively maintained
Operations teams using Mangrovia products
Dapper
Carvallo
Northwind
Vela
Atlas Ops
Brackish
Foxglove
Lumen
Karoo
Tidemark
Anchor
Mariner
PRODUCT MODEL

Access fast. Improve forever.

01 · ACCESS

Product access

You pay a focused fee to use a Mangrovia product that already solves a real operations workflow.

AI agents Ready systems Fast start
02 · IMPLEMENT

Implementation

We wire the product into your workflows, data, CRM, messaging tools, and team habits.

CRM Messaging Ops data
03 · IMPROVE

Continuous improvement

We maintain, monitor, and improve the product so it gets sharper as your operation changes.

Maintenance Iteration New features
CASE STUDIES

What we've shipped recently.

Dapper
PRODUCTION · 2026

A product for DM triage, live in days.

Dapper was losing hours to Instagram and Telegram triage. We implemented a Mangrovia operations product that reads messages, checks CRM context, and drafts the next action in seconds.

4h→12s
Triage time per day
9
Tools wired into the agent
11 wk
First implementation cycle

The product connects to messaging history, Notion-mirrored CRM data, and live operator workflows. We keep tuning the prompts, retrieval, and automations as the business changes.

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

A product for car-purchase follow-up.

Carvallo Motors receives offers through Facebook Ads. We implemented a product that qualifies submissions, asks for missing details, and prepares each lead for negotiation.

3
AI agents in the pipeline
~16d
First value window
0
Manual steps once live

The workflow reads ad submissions, checks pricing and completeness, follows up over WhatsApp, and keeps improving as the sales team learns which leads convert.

Make Claude WhatsApp Business API Supabase Facebook Ads
MANIFESTO

We create amazing tools. You access them in record time.

You pay a focused fee to use products built for real operations work. We take care of implementation, maintenance, and continuous improvements so the tool keeps getting better after launch.

The goal is simple: incredible products in your hands fast, refined forever by the team that built them.

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Mangrovia Labs