Before any code exists, the Mandaire agents read your intent against your full build history and write back what they understood, what they are not building, and the assumptions they are making. If they misread you, you find that out before code costs anything. When the brief is confirmed, the build ships.
We respond within 24 hours. Tell us what you are building.
The same three-layer knowledge graph as Mandaire.app (360-degree ingestion and AI write-back, statistical entity resolution, deterministic rules-gated retrieval) applied to product decisions and build intent instead of personal relationships. Bring your own AI brain. The substrate supports any reasoning model. Already have a Mandaire account and want to connect Claude Desktop or ChatGPT to it? That is at mandaire.app/connect.
What "refuses" means
Most AI builders will build whatever you describe. That is the problem. Before a line of code exists, your AI reads your intent against the Mandaire decision ledger and writes back what it thinks you want, what it is deliberately not building, and the assumptions it is making. If the brief misreads your intent, you find that out before code costs anything. It is not a refusal that happens after the code is written. It is a catch that happens before the code exists.
The refusal shows up in practice like this:
[mandaire dev · Intent brief · "user dashboard v2"]
Here is what I think you want:
A dashboard that shows the 5 metrics a free-trial
user needs to see to decide whether to convert.
Not an admin view. Not a power-user view. A
conversion-decision view.
Here is what I am deliberately NOT building:
- Usage graphs going back 90 days (converts nobody;
you asked for "history" but the conversion moment
is always this week vs last week)
- The settings gear in the top-right (you mentioned
it three times; it belongs on a settings page we
have not built yet, not on the conversion surface)
Assumptions I am making (please correct):
- "Convert" means upgrade to paid; not activate
a feature or complete an onboarding step
- The 5 metrics are the ones from the Notion doc
dated April 3, not the revised list from the
investor deck; those are different and you have
not reconciled them
One product call I need before I build:
Which of the two metric lists is canonical?
I will not start until you tell me.That metric conflict had been sitting in two documents for six weeks. Nobody caught it because nobody was asked to reconcile them before writing code. The intent brief asks.
When the brief is approved, the code gets written. A working application in a private repository, ready to run. The refusal happens before the build. The build still happens.
A related principle worth naming: if your AI cannot verify a constraint, cannot resolve a conflict in the brief, or identifies a product call that should not be made without you, the default is to hold and surface it, not to proceed on a best guess. "I will not start until you tell me" in the example above is a structural behavior, not a hedge. Uncertainty escalates. Ambiguity does not silently resolve.
What this is for
Lovable, Bolt, Cursor. The first draft of almost any product now takes days, not months. That is real progress. The failure mode that used to take months now takes days too: describe what you want, ship it fast, discover it was the wrong thing. The speed of execution went up. The quality of the brief did not.
Every hour spent on a wrong build is an hour not spent learning from customers.
Where Mandaire sits in the stack:
| Cursor / Lovable | Cowork / Operator | Mandaire .dev | |
|---|---|---|---|
| What it does | Writes the code | Executes tasks | Decides what to build |
| Remembers past decisions | No | No | Yes: every call, why you made it |
| Checks your thinking before building | No | No | Yes: refuses if the brief is wrong |
| Written record after each build | No | No | Yes: what was built and why |
Is this different from pasting a spec into Claude and asking "what am I missing?" Yes. Mandaire stores every decision from your previous builds. After three months, your AI can query the ledger and see that you rejected the multi-tenant architecture for cost reasons, chose Postgres because you wanted control, and that the investor deck has a different feature list than the Notion doc. Claude without Mandaire does not know any of that. It starts over every time. The ledger does not.
The failure mode Mandaire is built to prevent
A founder launches. Three days later, 1.5 million API auth tokens are exposed. The post-mortem finds a database with row-level security disabled and an API key in client-side code. Those are implementation failures: downstream of product decisions that were never made explicit before code existed: what the API surface should expose, who can access what, how auth scope should work.
The intent brief surfaces those decisions before any implementation exists. It does not guarantee the build enforces them. That is what code review is for. It makes the gap visible before it becomes a shipped assumption.
Who it is for
You know what you want to build. You can recognize when the build matches your vision. You are not the one who should be writing the code. The founder, the operator, the product person who has lived the customer problem and can bring real judgment to the calls that matter.
Not for projects where what you want is a template you could buy. Not for hand-tuned ML infrastructure. Not yet for engineering teams that already have a technical lead making these calls.
Each build delivers a working application in a private repository, plus an intent brief, end-of-build report, and decision ledger in writing. Typical first build: 3 to 5 working days from an approved intent brief. The code and all artifacts are yours permanently. Month two starts with month one's decisions already encoded as rules: the same preference does not need to be restated, the same mistake does not recur.
Real artifacts from the first build at Proof.
Go deeper
Proof
Not promise
Real artifacts from building mandaire.app: the intent brief, the end-of-build report, the decision ledger, the taste memory, the failure admission. What Mandaire actually produces.
Beta plan
90 days, falsifiable
Week 0 through Day 90. What we will prove. What counts as success. What counts as failure. Named, not hedged, because an agent team with falsifiable terms is different from any other AI builder.
How it runs
Build with us, ship without us
For the build, not for permanent hosting. How the LLM stack works, pricing, sovereignty path, what stays yours when you graduate to your own infrastructure.
The full architecture and trust commitments are at mandaire.org.
Private beta. First seats are going to founders we know fit the archetype. A one-paragraph reply about what you want to build helps us prioritize.
Beta users are founding positions. The judgment Mandaire accumulates with early builders directly shapes what the product becomes. This is not a drip sequence with a discount code at the end.