Moamao

For the answers you can't afford to get wrong.

Claude88.6%GPT82.6%
Moamao94.8%projected

Keep your Claude and GPT plans. Moamao is the second opinion for the prompts you can't afford to get wrong — a panel of frontier models, one answer you can trust.

Run a real mixture — freeCreate a free account

no signup, no install — runs on our servers in a few seconds

moamao cloud · mixture pipeline
you ask

See it disagree, then agree.

Pick a prompt and run a real mixture on our servers. Each model's first draft comes back different — then a judge reconciles them into one answer. Free, no signup, nothing to install. This is the product, not a video.

Free · our serversBring your own keys (BYOK)
live mixture
connecting…
metered per token

Name three failure modes to check in a database migration plan. Be brief.

Claude88.6%GPT82.6%Gemini63.8%GLM77.8%MiniMax80.2%DeepSeek80.6%Qwen80.4%Compatible with all modelsMoamao94.8%

You've become the aggregation layer.

Model roulette

The leaderboard flips every few months — and every flip means migrating your prompts and habits again.

Three tabs, one merge

You already ask Claude88.6%, GPT82.6%, and Gemini63.8% side by side — then reconcile all three answers by hand.

Context doesn't migrate

Your daily driver knows your codebase; the hot new model knows nothing. Switching costs you the context that made answers good.

How a run works: three layers, one trace.

01

Propose

Your prompt fans out to up to four models from different providers, answering in parallel.

panel: ["claude-*", "gpt-*", "gemini-*", "llama-*"]
02

Critique

Each model reads the others' drafts and revises — weak claims get challenged before they reach you.

layers: 2 // propose → critique
03

Aggregate

A judge synthesizes the strongest answer and marks where the panel disagreed.

aggregator: "auto"

Built for people who ship with LLMs.

Bring your own keys

Anthropic, OpenAI, Google, or any OpenAI-compatible endpoint — usage stays on your accounts and rates, for a flat fee per run.

ANTHROPIC_API_KEY · OPENAI_API_KEY · GOOGLE_API_KEY · openai-compatible

Smart routing

Easy prompts skip the panel and go to one fast model — a quarter of a run.

route: single-fast · usage.runs: 0.25

Metering that matches compute

BYOK bills per run; Moamao Cloud bills per token across the whole mixture.

usage.runs: 1 · usage.tokens: 8412

Full traces

Every draft, critique, and judge decision is stored — replay any run to see which model contributed what.

trace[3].role: "judge" · disagreements: 2 · replay: /runs/rn_8f3k

Streaming output

The aggregator streams as it synthesizes — mixture answers feel like chat, not a batch job.

"stream": true

Panel presets

Tuned panels for code review, research, and long-form — or define your own.

balanced-4 · code-review · research · longform

Your keys, or our servers.

Two ways to run — switch per request with one field.

BYOK — your keys

"compute": "byok"

Connect your Anthropic, OpenAI, Google, or OpenAI-compatible keys. Usage bills to your own accounts at your rates, for a flat orchestration fee per run.

from $0.02 / run · your provider rates apply

Moamao Cloud — our managed mixture

"compute": "moamao-cloud"

Our managed mixture endpoint — zero provider setup. Runs the full propose–critique–aggregate mixture on managed capacity, metered per token, with a matching monthly credit on every plan.

metered per token · plan credit matches your plan price

One invoice.
Two honest meters.

Four providers usually mean four invoices. Moamao gives you one — and every line traces back to exactly which model did what.

See pricing
terminal
curl https://api.moamao.com/v1/runs \
  -H "Authorization: Bearer $MOAMAO_KEY" \
  -d '{
    "panel": "balanced-4",
    "input": "Review this migration
              plan for failure modes."
  }'

// → "usage": { "runs": 1, "tokens": 8412 }
// one answer, four models' work,
// one line on your invoice

Two strong models. One stronger answer.

Claude88.6% and GPT82.6% each top SWE-bench alone — as a mixture, the panel reaches higher than either.

SWE-bench Verified · published single-model scores, Jul 2026

Claude · Claude Opus 4.888.6%
GPT · GPT-5.582.6%
the two, run as one Moamao mixture94.8%
projected · +7% over the best single model

The single-model numbers are published SWE-bench Verified scores (Jul 2026). The mixture figure is a projection — modeled on the measured Mixture-of-Agents lift (57.5% → 65.1% on the best single model, Wang et al., 2024 — Mixture-of-Agents) — not a benchmark of Moamao itself. Run your own on real models in the playground and see.

Questions, answered plainly.

No. A router picks one model and forwards your prompt. Moamao runs several models against each other — draft, cross-critique, synthesis — and returns one answer no single model produced alone. Routing is included, but it's the floor, not the product.

Ready when you are.

Free account, BYOK from day one, API key in under a minute.

Create a free accountOpen the playground