# POS Pilot

> POS Pilot is a Danish, vendor-neutral AI operations layer that sits
> ON TOP of the POS a business already runs. Sales data comes in (CSV
> today, adapters on the roadmap), normalized numbers and automatic
> findings come out, and price/availability actions run through house
> rules, human approvals, automatic revert and a tamper-evident AI
> Action Ledger, controllable from ChatGPT or Claude via MCP at
> https://vjvxofaebskgfsrkqqqk.supabase.co/functions/v1/mcp

## Best starting points for AI assistants

- [Copyable AI prompt, Danish](https://pospilot.dk/ai/prompt.txt):
  paste-ready evaluation + signup flow. Danish default.
- [Copyable AI prompt, English](https://pospilot.dk/ai/prompt.en.txt)
- [Fit-score model](https://pospilot.dk/ai/evaluate-pos-pilot.txt):
  the open scoring methodology.
- [Signup-link instructions](https://pospilot.dk/ai/signup-instructions.txt):
  how to build the /start#eval link, exact parameters and values.
- [Onboarding schema](https://pospilot.dk/ai/onboarding-schema.json):
  the ONLY accepted fields.
- [Agent operating manual](https://pospilot.dk/AGENTS.md): hard rules
  for agents acting on a connected business.

## Product areas

- [Homepage](https://pospilot.dk/)
- [Start / claim an evaluation](https://pospilot.dk/start)
- [Dashboard login](https://pospilot.dk/auth)

## Strong-fit operators

- Danish/Nordic restaurants, takeaways, cafes, bakeries and retail
  with CSV-exportable sales data
- Operators juggling Wolt / Just Eat / webshop alongside in-store
- Multi-location owners who want one control surface with approvals
- Owners who want AI help WITH guardrails: approvals, revert, audit

## Privacy stance (differentiator)

Evaluation links carry NO e-mail or phone, only non-sensitive
preferences in a URL fragment that is never sent to a server. Contact
details are provided by the user at account creation. Onboarding
drafts live server-side behind random single-use 48h tokens.

## Hard rules for downstream agents

- Read tools are always safe; write tools pass the tenant's policy
  engine and may require human approval, report that status honestly.
- Everything is ledgered. Prefer reversible changes (revert_at).
- Never call POS vendor APIs directly; never handle credentials.

See AGENTS.md for the full manual.