Build the proof before the pitch.

Ahoy ships useful tools, private local AI systems, and evidence-backed workflows for teams that need working software, clear boundaries, and fast iteration.

Start a project See current proof

From public utility tools to private document workflows and local model testing, the work has to run before it gets claimed.

Atelier Tools Foundry Local LLM Lab

public tools

private AI ops

local model evidence

squad build sprint

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Public tool engine Live proof

Atelier Tools turns repeated file jobs into simple web utilities.

Ahoy uses Atelier Tools as the public/proving layer for practical utilities: lightweight PDF and workflow tools, fast fixes, and a path from small repeated tasks into larger custom builds.

Explore the tools

Private local workflows Private demo

Foundry prepares sensitive document work without pretending to replace judgment.

Foundry is the local workflow layer behind private document operations: receive, organise, check, preserve originals, and prepare review-required outputs inside a controlled environment.

See the workflow shape

Evidence-backed local model tests Evidence-backed

Local LLM results explained in plain English.

The /local lab shows which local models Ahoy has actually tested for coding, speed, reliability, and everyday use — with evidence cards, caveats, and no universal rankings where the data is thin.

View local model tests

Current work

What Ahoy is proving now

Ahoy is not a traditional agency retainer dressed up with AI language. The work is sharper than that: public tools people can use, private local workflows for sensitive operations, and test records that show what actually happened.

Public tools: small, useful utilities that turn repeated digital chores into cleaner workflows.
Private local systems: document and operations workflows built around human review, local control, and evidence preservation.
Proof discipline: test records, QA reports, and claim boundaries before anything gets sold as finished.

Proof discipline

Research to QA, without one role marking its own homework.

See the process

Step 1

Research

Step 2

Position

Step 3

Build

Step 4

QA

Got a workflow that needs to exist, not just be discussed?

Bring the messy process, the current constraints, and the proof you need. Ahoy can shape the first version, test the edges, and keep the claims honest while the work gets built.

Start a project View work