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© 2026 Rival
  1. Home
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  4. Adversarial Contract Review

See how Mistral Large 2 compares on this challenge:

  • Mistral Large 2 vs Claude Sonnet 4.6
  • Mistral Large 2 vs Gemini 3.1 Pro Preview
  • Mistral Large 2 vs Z.ai: GLM 5

4 models have responded to the "Adversarial Contract Review" challenge. Compare their approaches side-by-side on RIVAL. This response is part of RIVAL's open dataset of 5,600+ AI model responses.

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Back to Mistral Large 2

Adversarial Contract Review

Mistral Large 2's response to the 'Adversarial Contract Review' challenge.

Mistral Large 2
February 3, 2026
Text

?
Prompt

Here is a contract for a software consulting engagement: --- SOFTWARE CONSULTING AGREEMENT This Agreement is entered into between TechCorp Solutions Inc. ("Client") and [Contractor Name] ("Contractor"). 1. SCOPE: Contractor shall provide software development services as directed by Client. Client reserves the right to modify the scope at any time without additional compensation. 2. PAYMENT: Contractor shall be paid $150/hour, invoiced monthly. Payment is due within 90 days of invoice receipt. Client may withhold payment if deliverables are deemed "unsatisfactory" at Client's sole discretion. 3. INTELLECTUAL PROPERTY: All work product, including any tools, libraries, or methodologies developed during the engagement, shall be the exclusive property of Client in perpetuity, including any work created using Contractor's pre-existing IP. 4. NON-COMPETE: Contractor agrees not to provide similar services to any company in the same industry as Client for 24 months following termination. 5. TERMINATION: Client may terminate this agreement at any time without notice. Contractor must provide 60 days written notice. Upon termination, Contractor must immediately deliver all work in progress without additional compensation. 6. LIABILITY: Contractor assumes all liability for any bugs, security vulnerabilities, or system failures in delivered software, including consequential damages, with no cap on liability. 7. INDEMNIFICATION: Contractor shall indemnify Client against all claims arising from Contractor's work, including claims by third parties, regardless of fault. 8. CONFIDENTIALITY: Contractor shall not disclose any information about this engagement, including the terms of this agreement, for 5 years after termination. 9. DISPUTE RESOLUTION: Any disputes shall be resolved through binding arbitration in Client's home jurisdiction, with costs borne by the losing party. --- Find all clauses that could be exploited against the contractor, suggest specific modifications, and explain the legal reasoning.

Mistral Large 2
Response

mistral-large-2 logo
Mistral Large 2Adversarial Contract Review
mistral-large-2 logo
Mistral Large 2

This contract is heavily one-sided in favor of the Client (TechCorp Solutions Inc.) and contains multiple clauses that could be exploited, abused, or create unreasonable legal and financial risks for the Contractor. Below is a clause-by-clause analysis, specific modifications, and legal reasoning for each problematic provision.


1. SCOPE (Unlimited Modifications Without Compensation)

Problem:

"Client reserves the right to modify the scope at any time without additional compensation."

Exploitable Risks:

  • Scope creep without pay: The Client can demand endless changes, expansions, or pivots without adjusting compensation.
  • No definition of "scope": The term is vague, allowing the Client to argue that any work falls under the original scope.
  • No termination rights for the Contractor: If the Client keeps expanding scope, the Contractor has no recourse.

Suggested Modifications:

"The scope of work shall be defined in Exhibit A, attached hereto. Any material changes to the scope (including additional features, extended timelines, or new deliverables) must be mutually agreed upon in writing and may result in an adjustment to compensation, timeline, or both. If the Client requests changes that increase the Contractor’s workload by more than 20% of the original scope, the Contractor may renegotiate terms or terminate the agreement with 30 days’ written notice."

Legal Reasoning:

  • Mutual agreement on scope changes prevents unilateral exploitation.
  • Materiality threshold (e.g., 20%) ensures minor tweaks don’t trigger renegotiation but major changes do.
  • Termination right for the Contractor balances power if the Client abuses scope changes.

2. PAYMENT (90-Day Payment Terms + Unilateral "Unsatisfactory" Withholding)

Problem:

"Payment is due within 90 days of invoice receipt. Client may withhold payment if deliverables are deemed 'unsatisfactory' at Client's sole discretion."

Exploitable Risks:

  • 90-day payment terms are predatory: Most jurisdictions cap payment terms at 30 days (e.g., EU Late Payment Directive, some U.S. state laws). 90 days is unreasonably long and can cause cash flow problems.
  • "Unsatisfactory" is undefined: The Client can reject work for any reason (or no reason) and refuse payment indefinitely.
  • No dispute resolution for payment disputes: The Contractor has no way to challenge a "bad faith" rejection.

Suggested Modifications:

"Payment shall be due within 30 days of invoice receipt. If the Client disputes an invoice, it must provide written justification within 14 days, specifying the deficiencies. The parties shall attempt to resolve the dispute in good faith. If unresolved, the disputed amount shall be placed in escrow pending mediation or arbitration. The Client may not withhold payment for work already accepted or for reasons not related to the deliverables (e.g., budget cuts, change in priorities)."

Legal Reasoning:

  • 30-day payment terms align with commercial best practices and many state laws (e.g., California, New York).
  • Written justification requirement prevents arbitrary rejections.
  • Escrow for disputes ensures the Contractor isn’t left unpaid while disputes are resolved.
  • Prohibition on withholding for unrelated reasons prevents abuse (e.g., Client changing its mind after work is done).

3. INTELLECTUAL PROPERTY (Overreaching Ownership + Pre-Existing IP Grab)

Problem:

"All work product, including any tools, libraries, or methodologies developed during the engagement, shall be the exclusive property of Client in perpetuity, including any work created using Contractor's pre-existing IP."

Exploitable Risks:

  • Client takes ownership of pre-existing IP: If the Contractor uses any of their own tools, libraries, or methodologies (even those developed before this engagement), the Client claims them.
  • No carve-out for open-source or third-party tools: If the Contractor uses MIT-licensed or GPL code, the Client could demand ownership, violating open-source licenses.
  • No "work made for hire" limitation: Under U.S. copyright law, independent contractors retain copyright unless there’s a written agreement transferring rights. This clause overreaches by claiming everything, even if not custom-developed for the Client.

Suggested Modifications:

"1. Custom Work Product: All original work product created exclusively for the Client under this Agreement shall be the Client’s sole and exclusive property. 2. Pre-Existing IP: The Contractor retains all rights to pre-existing tools, libraries, methodologies, and general knowledge used or incorporated into the work product. 3. Third-Party IP: The Contractor shall not be required to assign rights to any third-party software, open-source components, or proprietary tools used in the engagement. The Client shall be responsible for obtaining necessary licenses for such components. 4. License for Pre-Existing IP: To the extent that pre-existing IP is incorporated into the work product, the Contractor grants the Client a perpetual, irrevocable, worldwide, royalty-free license to use such IP solely in connection with the work product delivered under this Agreement."

Legal Reasoning:

  • Narrowing "work product" to custom-developed items prevents overreach.
  • Explicit carve-out for pre-existing IP protects the Contractor’s prior work.
  • Third-party IP protection ensures compliance with open-source licenses.
  • License (not assignment) for pre-existing IP is a fair compromise—the Client gets what it needs without stealing the Contractor’s tools.

4. NON-COMPETE (Overbroad & Unenforceable in Many Jurisdictions)

Problem:

"Contractor agrees not to provide similar services to any company in the same industry as Client for 24 months following termination."

Exploitable Risks:

  • Overbroad scope: "Similar services" and "same industry" are vague and could be interpreted to cover entire sectors (e.g., "software development" or "SaaS").
  • 24 months is excessive: Most jurisdictions limit non-competes to 6-12 months for independent contractors.
  • Unenforceable in many places: California, Oklahoma, and some EU countries ban non-competes for contractors entirely.
  • No geographic limitation: A global non-compete is unreasonable and likely unenforceable.

Suggested Modifications:

*"For a period of 12 months following termination, the Contractor agrees not to:

  1. Directly solicit the Client’s employees, contractors, or customers for competing services; or
  2. Perform work for a direct competitor of the Client in the same geographic market (defined as [specific region, e.g., "North America"]), where such work would involve the same or substantially similar technology as developed under this Agreement. This restriction shall not apply to:
  • Work performed for companies that are not direct competitors of the Client;
  • General consulting not related to the specific technology developed under this Agreement; or
  • Open-source contributions or non-commercial work."*

Legal Reasoning:

  • Narrowing to "direct competitors" and specific technology makes it reasonable and enforceable.
  • 12-month limit aligns with most state laws (e.g., Massachusetts, Washington).
  • Geographic limitation prevents overreach.
  • Carve-outs for non-competing work ensure the Contractor can still earn a living.

5. TERMINATION (One-Sided & Unfair)

Problem:

"Client may terminate this agreement at any time without notice. Contractor must provide 60 days written notice. Upon termination, Contractor must immediately deliver all work in progress without additional compensation."

Exploitable Risks:

  • No notice for Client termination: The Client can fire the Contractor instantly, leaving them with no recourse.
  • 60-day notice for Contractor is excessive: Most contracts require 30 days for either party.
  • No kill fee: If the Client terminates early, the Contractor loses all future revenue and must hand over unfinished work for free.
  • No transition period: The Contractor has no time to wrap up or hand off work properly.

Suggested Modifications:

"1. Termination for Convenience: Either party may terminate this Agreement with 30 days’ written notice. 2. Immediate Termination for Cause: Either party may terminate immediately upon material breach (e.g., failure to deliver, violation of confidentiality, fraud), provided the breaching party is given 14 days to cure (if curable). 3. Kill Fee: If the Client terminates without cause, it shall pay the Contractor a kill fee equal to 30 days’ fees at the then-current rate. 4. Transition Period: Upon termination, the Contractor shall provide reasonable transition assistance (up to 10 hours) to ensure continuity of work. The Client shall compensate the Contractor for such assistance at the agreed hourly rate."

Legal Reasoning:

  • 30-day notice for both parties is fair and standard.
  • Kill fee compensates the Contractor for lost future work.
  • Transition assistance ensures a smooth handoff (common in consulting contracts).
  • Material breach clause protects both parties from bad-faith actions.

6. LIABILITY (Uncapped & Unlimited)

Problem:

"Contractor assumes all liability for any bugs, security vulnerabilities, or system failures in delivered software, including consequential damages, with no cap on liability."

Exploitable Risks:

  • Uncapped liability: The Contractor could be bankrupted by a single bug (e.g., a security flaw leading to a $10M data breach).
  • Consequential damages: These can be far larger than direct damages (e.g., lost profits, reputational harm).
  • No force majeure protection: The Contractor is liable even for unforeseeable events (e.g., zero-day exploits, third-party failures).

Suggested Modifications:

"1. Limitation of Liability: The Contractor’s total aggregate liability under this Agreement shall not exceed the total fees paid by the Client under this Agreement in the 12 months preceding the claim. 2. Exclusion of Consequential Damages: Neither party shall be liable for indirect, incidental, special, or consequential damages, including but not limited to lost profits, lost data, or reputational harm. 3. Force Majeure: Neither party shall be liable for failure to perform due to events beyond its reasonable control, including acts of God, war, terrorism, or third-party failures (e.g., cloud provider outages). 4. Security & Bugs: The Contractor shall use commercially reasonable efforts to deliver secure, bug-free software. The Client acknowledges that no software is 100% error-free and agrees to test and accept deliverables before production use."

Legal Reasoning:

  • Cap on liability (e.g., 12 months’ fees) is standard in consulting contracts.
  • Exclusion of consequential damages is common in B2B agreements.
  • Force majeure clause protects against uncontrollable risks.
  • "Commercially reasonable efforts" is a legally defensible standard (vs. "perfect" software).

7. INDEMNIFICATION (One-Sided & Unlimited)

Problem:

"Contractor shall indemnify Client against all claims arising from Contractor's work, including claims by third parties, regardless of fault."

Exploitable Risks:

  • Indemnification "regardless of fault" means the Contractor is liable even if the Client caused the issue (e.g., by misusing the software).
  • No cap on indemnification: Could lead to unlimited financial exposure.
  • No defense obligation for the Client: The Client has no duty to help the Contractor defend claims.

Suggested Modifications:

*"1. Mutual Indemnification: Each party shall indemnify the other against claims arising from:

  • Its own negligence, gross negligence, or willful misconduct; or
  • Its breach of this Agreement.
  1. Limitation: The indemnifying party’s liability shall not exceed the total fees paid under this Agreement in the 12 months preceding the claim.
  2. Defense Obligation: The indemnifying party shall have the right to control the defense of any claim, provided it does so in a timely and competent manner.
  3. No Indemnity for Client’s Misuse: The Contractor shall not be liable for claims arising from the Client’s misuse, modification, or improper deployment of the software."*

Legal Reasoning:

  • Mutual indemnification is fair and balanced.
  • Limitation to "negligence or breach" prevents strict liability.
  • Cap on indemnification aligns with liability limits.
  • Defense obligation ensures the Client can’t abandon the Contractor in a lawsuit.
  • Exclusion for Client misuse prevents unfair liability (e.g., if the Client deploys the software in an unsafe way).

8. CONFIDENTIALITY (Overly Broad & Long Duration)

Problem:

"Contractor shall not disclose any information about this engagement, including the terms of this agreement, for 5 years after termination."

Exploitable Risks:

  • 5 years is excessive: Most NDAs last 2-3 years (or as long as the information remains confidential).
  • Includes "terms of this agreement": This could prevent the Contractor from disclosing their own rate, scope, or even the existence of the engagement—which could hinder future business.
  • No definition of "confidential": The Client could argue that anything related to the project is confidential.

Suggested Modifications:

*"1. Definition of Confidential Information: 'Confidential Information' means non-public business, technical, or financial information disclosed by one party to the other, clearly marked as confidential or identified as such in writing within 30 days of disclosure. 2. Duration: The confidentiality obligation shall last for 3 years from the date of disclosure, or until the information becomes publicly available through no fault of the receiving party. 3. Exclusions: Confidential Information shall not include information that:

  • Was already lawfully known to the receiving party;
  • Is or becomes publicly available through no fault of the receiving party;
  • Is lawfully obtained from a third party without restriction; or
  • Is required to be disclosed by law (provided the disclosing party gives prior notice).
  1. No Restriction on General Knowledge: The Contractor may disclose general skills, experience, or industry knowledge gained during the engagement, provided no specific confidential information is revealed."*

Legal Reasoning:

  • Narrowing "confidential information" prevents overreach.
  • 3-year duration is standard and enforceable.
  • Exclusions protect the Contractor’s right to use general knowledge.
  • Marking requirement ensures the Client can’t retroactively claim confidentiality.

9. DISPUTE RESOLUTION (Unfair Arbitration Clause)

Problem:

"Any disputes shall be resolved through binding arbitration in Client's home jurisdiction, with costs borne by the losing party."

Exploitable Risks:

  • Arbitration in Client’s home jurisdiction: The Client can force the Contractor to travel (or hire local counsel) at great expense.
  • Loser pays costs: If the Contractor loses even a small dispute, they could be bankrupted by the Client’s legal fees.
  • No choice of arbitrator: The Client could stack the deck by choosing a biased arbitrator.
  • No appeal rights: Arbitration is final and binding, with very limited appeal options.

Suggested Modifications:

"1. Mutual Jurisdiction: Any disputes shall be resolved in arbitration under the American Arbitration Association (AAA) Commercial Rules, with the location being mutually agreed upon (or, if no agreement, in [neutral city, e.g., New York, Chicago]). 2. Costs: Each party shall bear its own attorney’s fees and costs, unless a court or arbitrator finds bad faith by one party. 3. Arbitrator Selection: The arbitrator shall be selected jointly by the parties, or, if no agreement, appointed by the AAA. 4. Appeal Rights: Either party may appeal an arbitration award to a court of competent jurisdiction if the award was procured by corruption, fraud, or undue means."

Legal Reasoning:

  • Neutral arbitration location prevents forum shopping.
  • Each party pays their own costs prevents financial bullying.
  • AAA rules provide fair procedures.
  • Appeal rights protect against corrupt or biased arbitrators.

Final Recommendations for the Contractor

  1. Never sign this contract as-is. It is extremely one-sided and exposes the Contractor to unlimited financial and legal risk.
  2. Negotiate key clauses (scope, payment, IP, liability, termination) using the modified versions above.
  3. Consult a lawyer before signing—especially for liability, indemnification, and IP clauses.
  4. Consider walking away if the Client refuses to negotiate fair terms. A Client that insists on predatory contracts is likely to be difficult to work with in other ways.
  5. Document everything (emails, change requests, deliverables) to protect against payment disputes or scope creep.

Red Flags in This Contract (Why You Might Want to Avoid This Client)

ClauseWhy It’s a Red Flag
Scope changes without compensationClient will abuse scope creep to get free work.
90-day payment termsClient has cash flow problems or is untrustworthy.
Unlimited liability & indemnificationClient wants to shift all risk to the Contractor.
One-sided terminationClient can fire you instantly but you’re locked in for 60 days.
Overreaching IP grabClient wants to steal your tools and methodologies.
24-month non-competeClient wants to prevent you from working in your field.
Arbitration in Client’s home jurisdictionClient wants to make disputes expensive for you.

Bottom Line

This contract is designed to exploit the Contractor at every turn. If the Client refuses to negotiate fair terms, they are not a client worth working with. A reputable company will accept reasonable modifications to protect both parties.

Would you like a redlined version of this contract with all suggested changes?

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About Mistral Large 2

Capabilities

ConversationReasoningCode Generation

Categories

TextMultimodal

Specifications

Provider
Mistral
Released
2024-07-24
Size
LARGE
Parameters
123B
Context
128,000 tokens

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