Overflow
AI · Overflow / 2026

We buildAI thatworks

We build custom AI for businesses — and run our own AI products. We start by finding where it actually fits.

Work with us What we do
4
AI products running in production
3
Industries — clinical, retail, maritime
100%
Built & operated in-house
01What we do

Custom AI, from “does this even fit?” to running in production.

Individual, startup, or established business — we start by working out whether AI is the right tool at all. When it is, we build and operate it.

01

AI fit & discovery

We tell you the truth about whether AI belongs here.

Before a line of code, we map your workflow and find the seam where AI changes the shape of the work — not just the speed of it. If AI isn't the right tool, we say so. If it is, you leave with a concrete plan and a sense of the payoff.

A workflow teardownA build plan with effort & payoffAn honest go / no-go
02

Agentic automation

Hand off the repetitive day-to-day to agents that act.

We build agents that do the work, not just chat about it — triaging inboxes, processing documents, reconciling data, and driving multi-step tasks end to end. Reversible steps run on their own; anything irreversible waits for a human to approve.

A Slack command that summarizes a threadA webhook that scores incoming leadsAn agent that reconciles invoices against your records
03

AI workflows & integration

AI wired into the tools you already run on.

We configure the pipelines, retrieval, and model orchestration that connect AI to your existing systems — your data, your stack, your security boundaries — so it fits the way your team actually works.

Retrieval over your own documentsA model-agnostic pipeline you can auditAI actions inside your CRM or admin
04

Custom AI products

Full products, built and operated the way we build our own.

From first prototype to running in production: we design, build, and operate complete AI applications. We do this for our own brands, and we do it for clients who need a real product, not a demo.

A production web app, start to finishOngoing operation, not just handoverThe same stack behind our own products
Tell us what you're working onHow we engage →
02Our own products

We don't just consult on AI. We run it.

These are our own brands — built, shipped, and operated in production. They're also the clearest proof of what we can build for you.

/scribedesk
Healthcare · In beta

ScribeDesk

Clinical documentation that writes itself.

An AI clinical scribe that records the consultation and generates structured documentation in real time — SOAP notes, prescriptions, follow-up tasks, and billing codes — so clinicians can focus on the patient, not the chart.

/retailos
Retail · In beta

RetailOS

A fast, GST-ready POS for Indian medical shops.

A minimalist, multi-tenant point-of-sale built for Indian pharmacies and medical shops. Billing, batch-level inventory, customer history, and GST-ready reports — fast enough to keep up with a busy counter.

03Custom solutions

Built for clients. Running in production.

The same standard we hold our own products to — applied to a specific business problem, then operated, not just delivered.

Maritime · Live
A maritime audit consultancy

AuditVault

Replaced an email + file-transfer + spreadsheet workflow with one web platform for managing vessel audits end to end.

A maritime consultancy was running every ship inspection through email threads, WeTransfer links, and a shared spreadsheet. We built a single platform that tracks each audit through an eight-stage lifecycle, gives clients a self-serve portal to download their own reports, and enforces per-vessel access control. Designed for a senior, non-technical primary user — plain language, large type, and a layout that mirrors the spreadsheet the team already knew.

  • 5 audit types across an 8-stage tracked lifecycle
  • Per-vessel access control, not just per-company
  • Clients self-serve reports — no more file-transfer links
Maritime · In beta
Maritime operations

MarinePulse

A passage-planning and operations tool for maritime teams, built to bring structure to voyage workflows.

An operations-focused product for maritime teams, centered on passage planning and the day-to-day coordination of voyages — extending our work in the maritime domain alongside AuditVault.

  • Structured passage-planning workflow
  • Built on the same production stack as our other platforms
04How we work

Fewer ideas, finished better.

  1. 01

    Find the seam.

    We start from the real workflow, not a model card — hunting for the one spot where AI changes the shape of the work. The brief comes from your users and your data.

  2. 02

    Ship the smallest thing that works.

    Production from week one. Real users, real data, real failure modes. We optimize for tight feedback loops over polish, so value shows up early and risk surfaces fast.

  3. 03

    Run it, then compound.

    We don't hand over a prototype and leave. We operate what we build, watch how it behaves in the wild, and keep tightening — for our own products and for yours.

Where we've competed & placed

Axis BankWalmartAmadeusBajaj FinservSamsungHoneywellDropboxBitgetAxis BankWalmartAmadeusBajaj FinservSamsungHoneywellDropboxBitget
The hard part of AI isn't the model — it's the ten thousand product decisions that turn a model into something people use every day.
— AI Overflow, principle one
05Get in touch

Have a problem?
Let's see if AI fits.

Partner with us, pilot one of our products, or just say hi — we read every message.

Get in touch aioverflow.ml@gmail.com