Anrak Ensemble: Long
anrak-ensemble-longanrak/ensemble-longThe durable task runner without the legal machinery: no planner research lanes, no citation manifest, your system prompt governing throughout. The request is split into sections, each section runs a four-model checkpoint under a three-contributor quorum, and the delivery gate withholds sections it cannot pass. Use it for long general documents — specifications, reports, analyses — that are too big for one synchronous completion.
The Panel
Four independent jurists draft the same question in parallel. They are deliberately different model families, so their errors are largely independent — the condition under which fan-out plus aggregation actually beats one strong model.
| Jurist | Lens | What it contributes |
|---|---|---|
| Athena | The structured analyst | Decomposes the question and covers every sub-issue methodically. Usually the most complete draft. |
| Vikram | The frontier reasoner | Pushes maximum depth on the hardest part of the problem. The rollout engine for deep search. |
| Themis | The meticulous verifier | Careful step-by-step chains that flag their own uncertainty rather than leaping to a conclusion. |
| Chanakya | The pragmatic strategist | Trained closest to Indian legal language and drafting convention; on the pure family, the practical-implications lens. |
Pricing
Billed per section, not per task. The planner splits your request into 3–40 sections and each one runs ~8 underlying model calls under a three-contributor quorum. A short answer costs a few sections; a full memo costs many. The task response reports the count.
Estimate a month
Sections per month to anrak-ensemble-long.
- Per section
- ₹29.95
- Per month
- ₹23,960
- Per 8-section task
- ₹240
Comparing against a per-token model?
On a reference request (2,000 tokens in, 2,000 out) this price works out to an effective $34.03 / $136.14 per 1M tokens.
That number looks high next to a raw frontier model, and it should: a raw model bills you for one call, while this id bills for 8 and a verification pass. We publish the comparison rather than hide it — but we bill per request, so a long answer does not cost you more.
Verification
Three-cop verifier panel
A Citation Cop, a Logic Cop and a Statute Cop cross-examine the consolidated answer against the authorities that were actually retrieved. Flagged fabrications are corrected before the answer returns; if the panel cannot reach quorum, the answer is withheld rather than shipped unverified.
The verdict rides on every response as anrak.verify, the drafts and their grounded scores as anrak.orchestration, and the ordered trace as anrak.reasoning. When streaming, the same narration arrives live as delta.reasoning_content.
Quickstart
Durable tasks are not OpenAI-shaped — POST returns 202 with a task id, and you poll for the result.
# 1. Submit — returns 202 immediately.
curl -X POST https://anrak.legal/api/v1/orchestra/tasks \
-H "Authorization: Bearer ANRAK-xxxxx" \
-H "Content-Type: application/json" \
-d '{
"model": "anrak-ensemble-long",
"kind": "long_draft",
"messages": [{"role":"user","content":"Write a technical specification for a multi-region event bus."}]
}'
# → {"task_id":"tsk_...","status":"queued","poll":"/api/v1/orchestra/tasks/tsk_..."}
# 2. Poll until status is "completed".
curl https://anrak.legal/api/v1/orchestra/tasks/tsk_... \
-H "Authorization: Bearer ANRAK-xxxxx"
# → {"status":"completed","sections":12,"billing":{"sections":12,"price":"₹359.40"}, ...}Billing follows the section count in the response — 12 sections at ₹29.95 each in the example above.
Limits and trade-offs
- Asynchronous only — poll the task URL for the result.
- Billed per SECTION, not per task.
- No retrieval: sections are checked for consistency, not against any corpus.
- Professional plan or above.
Best for
- • Long non-legal documents built section by section
- • Work under a strict system prompt and output format across many sections
- • Anything too long to finish inside a synchronous request timeout
FAQ
What exactly am I charged for?
Which permissions does a key need?
What happens on a plan below Professional?
anrak.downgraded names what you asked for, what ran, and why.