AI-to-Expert Two-Yard-Line Review
Use AI for first-pass analysis, then reserve final judgment for an expert
- Difficulty
- Easy
- Time to result
- ~days to results
- Steps
- 6
- Confidence
- 94%
The two-yard-line model divides specialist work between rapid AI preparation and accountable human judgment. First, the user gives the model the complete source document and asks for a structured summary, important obligations, unusual restrictions, and potential concerns. The user checks those observations against the document, adds contextual questions, and packages the result as a working brief. A qualified expert then reviews both the original source and the prepared analysis, corrects errors, and makes or approves the final decision. The AI performs compression, issue spotting, and drafting; it does not become the final legal or professional authority. This allocation can reduce time spent paying an expert to extract basic facts while preserving expert control over interpretation, negotiation, and commitment. Confidentiality and the AI service’s data-handling rules must be considered before uploading sensitive documents.
Origin
Jasmine Star described using ChatGPT as a paralegal to prepare contract questions and analysis before handing the work to a lawyer. Extracted from The Jasmine Star Show.
Core principles
- 01Use AI to accelerate preparation, not replace accountable expertise
- 02Convert dense material into an understandable working brief
- 03Surface concerns before paying for expert review time
- 04Give the expert both source documents and the AI-assisted analysis
- 05Keep final approval with a qualified human
How to run it
- 1
Assess upload risk
Determine whether the document can safely be processed by the chosen AI service. Remove unnecessary personal or confidential information when appropriate.
Pro tip Check the service’s current retention and training settings first.
Watch out Do not upload privileged, regulated, or confidential material without authorization and suitable safeguards.
- 2
Create a plain-language brief
Upload the complete document and request a concise bullet summary of its purpose, obligations, payment terms, deadlines, and termination rules.
Pro tip Ask the model to cite the relevant clause or page for each point.
Watch out A summary can omit language that materially changes a clause.
- 3
Surface concerns
Ask what deserves closer attention, including restrictions, penalties, ambiguous terms, and operational requirements. Treat the output as a question list rather than legal advice.
Pro tip Include real operational context so practical conflicts are easier to identify.
Watch out Absence of an AI warning does not mean the document is safe.
- 4
Verify against the source
Locate each important statement in the original document and correct any unsupported interpretation. Record remaining uncertainties explicitly.
Pro tip Maintain links between each concern and its source clause.
Watch out Never rely solely on generated quotations or clause references.
- 5
Prepare the expert handoff
Give the qualified expert the untouched source document, verified summary, concerns, and desired outcome. Ask the expert to approve, revise, or reject the analysis.
Pro tip Highlight the few decisions that genuinely require specialist judgment.
Watch out Do not present AI output as independently verified professional work.
- 6
Keep final authority human
Let the expert handle final interpretation and proposed legal changes, then have the authorized decision-maker approve the commitment.
Pro tip Use the reviewed result to improve future checklists without treating one contract as universal precedent.
Watch out Do not sign or act merely because the AI said the terms appeared acceptable.
In the wild
An events team uploads a venue contract and asks for a bullet summary, operational restrictions, and issues requiring attention. The model flags an exit deadline and a prohibition on single-use plastics. The team verifies both clauses, adds questions about decorations and cleanup, and sends the contract and brief to its lawyer for final review.
→ Counsel spends more time on interpretation and negotiation and less time extracting basic operational details.
Common mistakes
Treating AI as the final professional
AI can prepare and organize analysis, but it cannot assume the expert’s accountability or reliably resolve every specialist issue.
Reviewing only the summary
The original document remains authoritative and must accompany every expert handoff.
Ignoring confidentiality
Uploading a sensitive document without checking permissions and data controls can create risks unrelated to the document’s substantive terms.
Is it for you?
Best for
Founders preparing contracts or other specialist material for review by a lawyer, accountant, or qualified adviser.
Not ideal for
High-risk decisions where immediate expert interpretation is required or source material cannot be shared safely with an AI service.
From the transcript
“I'm not replacing my lawyer 100%.”
“can I get the ball to like, the two yard line, have the lawyer approve and review what I have come up with?”
“Summarize it for me in bullet points. And then I said, can you point out anything that might be of concern or anything I might…”
From the episode
5 Chat GPT Hacks Our Team Uses to Save Hours Every Week