Naitro Composer orchestrates GPT, Claude, Gemini, Kimi, Muse Wonder, Muse Spark, Grok, DeepSeek and your private models — always the latest releases — into one verified ensemble. You don't get an answer from a model. You get one answer that survived cross-examination.
$1,499/mo Studio · 750 Ensemble Credits included · Every lab on one bench · Cancel anytime
Running ensemble… models drafting, critiquing and verifying each other.
Built for teams where one wrong answer costs $50k+
How it works
A Score is your ensemble: which models play, in what order, and what must be true before an answer ships. You never pick a single model again.
Every major lab on one bench — GPT, Claude, Gemini, Kimi, Muse Wonder, Muse Spark, Grok, DeepSeek and open weights — plus your own model as a private instrument.
Drag-and-drop the workflow: research → reason → live-check → audit → redact. Each movement is the model best at that job — not one model doing everything.
The final movement cross-examines everything. Citations checked, contradictions forced into a rewrite — only consensus ships.
The Instrument Bench
Stop betting on a single lab. When any provider ships a new flagship, it joins the bench after passing Naitro's eval gate — your Scores can pin it, test it, or swap to it. One credit balance plays them all.
Flagship general reasoning and tool use. The default lead drafter for planning, agents and structured work.
Long-context extraction and careful, citation-faithful reading across very large document sets.
Huge-context memory and native multimodality — cross-check a draft against thousands of past files at once.
Deep research and long-document synthesis. Gathers sources, builds the evidence base the rest of the ensemble argues from.
Meta's frontier Muse reasoning instrument for long-horizon, multi-step work — holds a complex brief together end to end.
The fast, expressive Muse — multimodal drafting across documents, images and audio. Its open build can also run self-hosted as a private instrument.
Real-time awareness of the live web and X. The instrument that catches what a frozen training set cannot: today's facts.
Efficient open reasoning and code with inspectable traces — a relentless logic auditor that also keeps ensemble costs honest.
The open-weights workhorse. Run it in your region as a cost-efficient drafter — or fully private, inside your boundary.
Fast, efficient frontier and open models with strong multilingual reach — a sharp second opinion from a different lab.
Open multimodal and multilingual strength — documents, images and code across languages the Western labs under-serve.
Your fine-tune, RAG or internal system — including self-hosted Muse Spark, DeepSeek, Llama or Qwen. Plays in any Score; your data never leaves your boundary.
“Latest” never changes a live Score silently: pin exact versions for regulated work, or opt a Score into the Latest track and get a benchmarked swap proposal first. New lab, new flagship, new open release — if it earns its place on the bench, it's in your next composition.
The Consensus Engine
Single models hallucinate confidently. Ensembles argue — and that's the point.
Score Marketplace
Production-ready ensembles, tuned and drift-tested. Fork one, add your private instrument, ship today.
Clause extraction, liability flags and precedent reasoning across your entire contract history.
Kimi · Muse Wonder · Claude · Grok · DeepSeek · 29.85 credits / run at 42 docs
Price it in the Builder →Earnings, M&A and diligence analysis where two models must agree before anything reaches the board.
GPT · Muse Wonder · Gemini · DeepSeek · 14.95 credits / run at 25 docs
Price it in the Builder →Photo, policy and fraud models triage claims together — with a human-review gate on disagreement.
Muse Spark · Gemini · Grok · 26.86 credits / run at 120 claims
Price it in the Builder →Medical coding where independent models must match before billing. Mismatch? It never submits.
Claude · DeepSeek · Private · 26.84 credits / run at 80 encounters
Price it in the Builder →Pricing
No per-token calculators. No surprise bills. Your subscription runs the studio — prepaid credits run the ensemble.
Everything you need to compose, verify and audit production AI.
Billed monthly · Cancel anytime · Credits roll over below
1 credit = $1 of ensemble inference. Every run shows its exact credit cost per instrument — before you approve it.
Credits roll over for 12 months while subscribed. Optional auto-reload at a threshold you set. Full per-Score cost ledger — every credit, accounted for.
Security & compliance
For every output: which models said what, where they disagreed, and why the final answer won. Exportable for regulators.
Your data, RAG and fine-tunes run as private instruments in your VPC or region. PII redaction happens before anything leaves.
SOC 2 & HIPAA-ready controls, version pinning, and outage immunity — if one provider is down, the composition keeps playing.
FAQ
A router helps you call one model cheaply. Naitro Composer runs several models as an ensemble — drafting, critiquing and verifying each other — and returns one audited answer. You buy certainty and lineage, not just access.
All of them, on one credit balance: GPT (latest), Claude (latest), Gemini (latest), Kimi (latest, Moonshot AI), Muse Wonder (latest) and Muse Spark (latest) from Meta, Grok (latest, xAI), DeepSeek (latest), Mistral, Qwen and Llama — plus your own private model. Mix labs freely inside a single Score; that's the whole point.
Only if you ask it to. Regulated Scores pin exact versions. Scores on the Latest track get a benchmarked swap proposal when a provider ships a new flagship (a new Kimi, Muse, Grok or DeepSeek, for example) — you approve it before anything changes. No silent swaps, ever.
One credit equals $1 of ensemble inference. Cost per run depends on which instruments you stage, how much context each one actually reads (extraction reads everything; reasoning works from summaries), and your verifier level — itemised per instrument before you run it. Studio includes 750 credits monthly; prepaid packs top you up with bonuses.
Every instrument has a published rate card — blended input + output, in credits per 1,000 tokens. As a guide on the bench today: frontier instruments like GPT, Claude and Muse Wonder sit at the top; efficient instruments like Kimi, Muse Spark and Mistral sit lower; open instruments such as DeepSeek, Qwen and self-hosted Llama are the cheapest per token. Grok adds a small fixed live-check fee per run. The Builder shows the exact per-run card before you spend a credit.
Prepaid credits roll over for 12 months while your Studio subscription is active. Included monthly credits refresh each cycle. Auto-reload is optional and threshold-based.
The Verifier forces a rewrite and re-check. If agreement stays below your threshold (99%+ by default for auto-send), the answer is held for human review with the full disagreement trail attached.
Yes. Your fine-tune, RAG or internal system becomes a private instrument in your VPC or region — including self-hosted open builds of Muse Spark, DeepSeek, Llama or Qwen. It participates in Scores without your data leaving your boundary.
Scores are version-pinned and re-benchmarked nightly. Outages fail over to the remaining instruments — including open, self-hosted ones — and model changes surface as a suggested swap, never a silent quality shift.
Get started
Tell us the workflow where a wrong answer is expensive. We'll map it to instruments, movements and a verifier — and show you the exact credit cost per run.
NAITROCOMPOSER.COM · STUDIO $1,499/MO + ENSEMBLE CREDITS