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lippa
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lippa

Models, combined

One model gives you an answer. Three give you the truth about it.

Every model is confidently wrong sometimes, each in its own way. Lippa's multi-model surfaces put independent frontier models on the same problem, so blind spots surface before you commit.

Claude GPT Gemini synthesis agree · 7 points diverge · 2 points

Consensus

Watch them argue. Keep the disagreements.

Pose a hard question. Three frontier models answer independently, then see each other's answers across rounds, revising, pushing back, conceding where the evidence is strong, and surfacing what the others missed.

The result clusters their claims and scores each by support and divergence. You get a final view with explicit agreement, and explicit disagreement, which is usually where the real decision lives.

Made for: architecture decisions, spec validation, "which do we pick?", "is this sound?"

round 2 of 3

claude

Conceding the migration-risk point. GPT's rollback concern holds at your scale.

gpt

Still disagree on timing: the data supports waiting one quarter, not two.

final view

Agreed on 7 points. Divergence remains on rollout timing, both positions stated with their evidence.

reasoner

Steps through the logic and trade-offs.

domain expert

Brings market and real-world context.

contrarian

Argues the strongest case against.

↓ synthesised by a fourth model

research brief

Where they agree, where they diverge, and what that means for your decision.

Roundtable

Many angles, one pass

The fastest way to a rounded answer: ask once, and three frontier models take your question in different roles, analytical reasoner, domain expert, contrarian steelman, while a fourth writes the synthesis.

You toggle it on per message, like extended thinking. One flat credit price, shown before you run.

Document Reviewer

Three reviewers, one prioritised verdict

Hand over a document, uploaded, pasted or from an artifact. Three independent reviewer models critique it in parallel; a master pass merges everything into deduplicated, prioritised feedback, and from the second iteration, a revised draft.

Memory makes it sharper: reviewers flag drafts that violate your project's decisions, constraints and conventions. Provenance on every point: see which reviewer said what, and whether any fell back to a smaller model. Iterate on your terms: feed the revised draft into the next round, and stop whenever you're happy.

merged findings · iteration 1

high

§4 contradicts the pricing decision recorded in project memory.

med

Two reviewers flag the timeline as optimistic; one dissents, see provenance.

low

Terminology drifts between "workspace" and "account" in §2 and §7.

Flat prices, shown before you run

Each of these bundles many model calls into one legible credit price. Roundtable 5⚡, Consensus 10⚡, document reviews from 15⚡, displayed before anything starts. A failed run never charges you.

Try it on a real question See pricing