AI agentContracts

AI redline review agent

An AI redline review agent reads the returned draft with its tracked changes and produces a clear list of what was added, deleted or reworded, clause by clause.

  • People stay in control
  • Every action is logged
  • Start with a small sample
Returned draft
Last version sent
Round history
Playbook positions
AI redline review agentPrepared for review
  • ✓Substantive change list
  • ✓Per-clause summary
  • ✓Untracked change alerts
  • ✓Round record
Handed toNegotiator receives the summary
5inputs it reads
6steps in the walkthrough
1point where a person decides
4outputs it prepares
See it run

Watch it work

Agent Record Person
Live walkthrough
  1. 1Receive the redlineRecord
  2. 2Read the changesAgent
  3. 3Classify each editAgent
  4. 4SummariseAgent
  5. 5Negotiator decidesPerson
  6. 6Log the roundRecord

A vendor returns the draft with tracked changes.

The agent separates real edits from formatting.

Edits are labelled by clause and by direction of risk.

A short change summary is produced for each clause.

The negotiator accepts, rejects or counters.

The round's changes and decisions are recorded.

The basics

What is an AI redline review agent?

It compares each change with your playbook and library, and marks it as within policy, outside policy or needing a decision.

Read the full explanation

It gives the reviewer a short summary of the changes that change meaning, and sets aside cosmetic edits.

Where it breaks

Why this step is hard by hand

A returned draft can carry dozens of edits, and the ones that shift risk are often small. Reviewers read every line, and the few important changes are easy to miss in the noise.

A single changed word can reverse a clause among many harmless edits.

Edits made without tracking only show up on a full comparison.

A change must be read against the rest of the agreement to see its effect.

Reviewers must recall what the playbook says about each clause.

Slow review holds up the deal and the business.

The path

How the agent does it

  1. 01Compare the versions

    The agent compares the returned draft with your last version, catching both tracked and untracked changes.

  2. 02Group by clause

    Changes are grouped under the clause they affect and described in plain language.

  3. 03Check against your positions

    Each change is tested against the playbook and approved wording, and marked acceptable, not acceptable or unclear.

  4. 04Rank by importance

    Changes that alter risk, cost or obligations are placed first, and wording tidy-ups are listed last.

  5. 05Prepare the review pack

    The agent produces a summary with the key changes and suggested responses for the lawyer to review.

Want to see this flow on your own items?

Bring a small sample and watch Flo work through it.

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Under the hood

Inside the work

AspectBy handWith the agent
Finding changesReviewers read the whole draft to find edits.Agent lists only the substantive edits.
Hidden editsUntracked changes slip past review.The returned text is compared with the last version we sent.
ImpactReviewers judge each edit from scratch.Each edit is labelled by clause and whom it favours.
Round historyPrevious rounds are lost in email.Each round is stored with its decisions.
Speed of replyReply waits for a lawyer to find time.The negotiator starts from a summary, not a blank page.
People and control

Who decides, and what to watch

What stays with people

  • ✓
    Decide on each changeLawyers accept, reject or counter every edit that matters.
  • ✓
    NegotiatePeople talk to the counterparty and agree compromises.
  • ✓
    Judge commercial impactBusiness owners weigh trade-offs the playbook cannot.
  • ✓
    Send the responseA person returns the draft to the vendor.

Mistakes to avoid

  • ×
    Trusting tracked changes onlyEdits made outside tracking slip through.
  • ×
    Reviewing in isolationA change in one clause can alter another.
  • ×
    Accepting cosmetic edits unseenRewording can shift meaning in small ways.
  • ×
    Losing the historyWithout a log, positions given earlier are forgotten in later rounds.

Not sure where redline review fits in your process?

Talk it through with the team. We will map it to your steps and show where a person stays in control.

  • Works from a sample of your real items
  • Shows what Flo handles and what it hands over
  • No commitment to start
Rollout

Rolling it out

  1. 1Compare quietly

    Run comparisons on live redlines and check against reviewer notes.

  2. 2Use summaries

    Let negotiators start from the change summary.

  3. 3Add risk labels

    Label edits by risk and review the labels with legal.

  4. 4Keep the trail

    Store every round and decision in the contract file.

Signs you would benefit

Redlines take hours to readEdits are missed.
Untracked changes appearThey are found after signature.
Rounds are lost in emailNobody knows what was agreed.
Replies are slowThe negotiation stalls.
The numbers

How to measure it

Set your own baseline first. We do not publish benchmarks without a source you can check.
Metric 1

Review turnaround per redline round

Turnaround = time the reviewed draft is returned − time the counterparty's draft was received, averaged per round

Track it by round and by deal type. Long turnarounds on early rounds suggest a lack of clear positions.

  • Measure working hours rather than calendar time if teams work across regions.
  • Record the number of material changes per round.
Questions

Frequently asked questions

Quick answers to what people ask most about redline review.

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What is redline review?

It is the reading of tracked changes that a counterparty makes to a contract draft, to decide which to accept, reject or counter. It shows what has really changed.

Can the agent find changes that were not tracked?

Yes. It compares the full text of the new version with your last one, so edits made without tracking are listed.

Does it accept or reject changes?

No. It summarises and rates them against your positions. Lawyers make the decisions.

How does it know our positions?

It uses the playbook and clause library your legal team provides. Without them it can summarise changes but not rate them.

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Try redline review on your own data

Bring a small sample of real items. We will show what Flo handles on its own and where it hands over to your team.

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  • Every action is logged
  • Start with a small sample