Run a model council on a contract before you sign

The job

You have a contract in front of you and a deadline behind it. A consulting agreement, a SaaS order form, a lease, an NDA. You did not draft it, but you are the one who has to sign it.

The job is triage. Find the clauses that can hurt you, separate standard boilerplate from unusual terms, and decide what to push back on — before you spend money on outside counsel, or before you sign without any.

• Spot one-sided termination, indemnity, and IP clauses
• Tell standard boilerplate from terms written against you
• Walk into the negotiation with a specific list, not a feeling

Why one model is not enough

A single model reads the contract once and answers with total confidence. It sounds the same whether it caught the auto-renewal trap or missed it. A plausible answer is not a checked answer.

Models also have different blind spots. One reads liability language closely, another catches IP assignment, another notices payment terms. Ask them separately and you get different clause lists. No single list is complete, and you cannot see what is missing from the one you got.

How the council reads your contract

LLM Council runs your contract through three stages. Peer review is not decoration here — the platform has judged 237,177 answers this way.

• Stage 1 — Independent review. Each model reads the contract and writes its own analysis. No model sees another model's answer, so nobody anchors on the first take.
• Stage 2 — Anonymous peer review. The models read each other's analyses with no names attached, critique them, and rank them. A weak clause-spotting job gets called out, whoever wrote it.
• Stage 3 — Synthesis. One final review: what the council agrees on, and where it splits. Dissent is not smoothed over. It stays visible.

A worked example

"Review this consulting agreement before I sign it. Flag anything unusual in termination, IP ownership, indemnification, non-compete, and payment terms. For each flag, tell me whether it is worth pushing back on and how to phrase the ask."

What comes back is not one opinion. It is a verdict with its disagreements attached. A council informs your judgment; it does not replace your lawyer.

• The verdict: most of the agreement is standard, but the IP clause assigns work you create outside the engagement, and the termination notice is asymmetric — they can exit on short notice, you cannot. Both are worth pushing back on.
• The strongest dissent: one model reads the indemnification clause as normal for the industry; the others flag it as uncapped and one-sided. You see both readings and the reasoning behind each.
• The document: export the clause-by-clause review as a Word or PDF file, ready to send to your lawyer or attach to your negotiation email.

From free, on your phone

LLM Council runs in any mobile browser. The contract lands in your inbox at night; you can run the council from your couch and read the dissent before the morning call.

The free tier includes one real council every day — the full three stages, not a preview. Pro is $25 a month for more. Fox is $100 a month and brings the strongest model pool, the deepest effort setting, and a document agent. Exports cover Word, PDF, PowerPoint, and Excel.

When not to use a council

A council is deliberate by design. Peer review takes longer than a single answer, and some questions do not deserve the wait.

• Simple lookups. "What does indemnify mean" needs one model, not a panel.
• Time-critical single facts. If you need one definition or one date right now, ask a chatbot.
• Boilerplate you already know. An NDA you have signed many times before does not need a second read, let alone five.