# Glyphh Ada – Precedent-based classifier and LLM fallthrough router

> Source: <https://glyphh.ai>
> Published: 2026-10-23 13:02:27+00:00

Glyphh Ada classifies anything you have labelled examples of — tickets, transactions, documents, events and more — returns a confidence, probability gates, and the precedents behind each answer, so every decision can be audited.

Each case, with its outcome

A case is typed JSON in the shape your spec gives it. Recorded with the outcome the world confirmed, it becomes a precedent, and counts from the next question.

From the nearest precedents

A calibrated probability for each outcome, how many precedents voted, and their receipts. When nothing is close enough, Ada says so and asks.

Sharper with every graded case

Each graded case is a new precedent, and Ada learns its own weights from them: the parts of a case that predict the outcome count for more.

Ada does not generate. It finds the precedents closest to the case, weighs them, and reports what they say. A single precedent is not consensus, and the answer says how many stand behind it.

Your software asks

```
incidents.decide({
  "error": {
    "what": { "class": "TimeoutError",
              "message": "payment gateway timed out",
              "status": 504 }
  }
})
```

Ada answers (example)

```
{
  "fix": "raise circuit breaker",
  "confidence": 0.82,
  "from": 6,
  "last_time": {
    "cause": "gateway rate limit hit on retry storm",
    "owner": "payments",
    "runbook": "RB-12 back off retries, raise circuit breaker"
  }
}
```

Your models, in Glyphh’s cloud

Your models live and run in Glyphh’s cloud, isolated per organisation. Nothing to install or run. We never train on your data.

The Glyphh connector

Add https://api.glyphh.ai/mcp as a connector, sign in and click Allow. The glyphh plugin’s Ada skill builds the model with you and asks it.

The SDKs, or the API

pip install glyphh or npm install @glyphh-ai/glyphh, with an API key from the platform, calling https://ada.glyphh.ai.

Each caller sees what they may

A spec can put layers behind a clearance. A status bot gets the fix; an engineer also gets the cause, the owner and the runbook.

Claude signs in with your Glyphh account: no key to type. Ada is in every plan, Free included, and never priced per seat, per model or per call.

```
/plugin marketplace add glyphh-ai/glyphh
/plugin install glyphh@glyphh

# then add the Glyphh connector, https://api.glyphh.ai/mcp,
# and ask Claude to build a model with you
```