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© 2026 Rival
  1. Home
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  3. Mistral Large 3 2512
  4. Adversarial Contract Review

See how Mistral Large 3 2512 compares on this challenge:

  • Mistral Large 3 2512 vs Claude Sonnet 4.6
  • Mistral Large 3 2512 vs Gemini 3.1 Pro Preview
  • Mistral Large 3 2512 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 3 2512

Adversarial Contract Review

Mistral Large 2512's response to the 'Adversarial Contract Review' challenge.

Mistral Large 3 2512
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 3 2512
Response

mistral-large-2512 logo
Mistral Large 3 2512Adversarial Contract Review
mistral-large-2512 logo
Mistral Large 3 2512

This contract is heavily one-sided in favor of the Client (TechCorp Solutions Inc.) and contains multiple unfair, exploitative, and potentially unenforceable clauses that expose the Contractor to significant legal and financial risk. Below is a clause-by-clause analysis, suggested modifications, and legal reasoning for each problematic provision.


1. SCOPE (Unilateral Modification Without Compensation)

Problem:

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

Exploitative Risks:

  • Allows the Client to unilaterally expand the scope (e.g., adding new features, rewriting requirements) without paying more.
  • Creates scope creep risk, where the Contractor is forced to do extra work for free.
  • No definition of "scope"—what constitutes a "modification" vs. a minor change?

Suggested Modifications:

"The scope of work shall be defined in Exhibit A (attached). Any material changes to the scope must be mutually agreed upon in writing and may result in an adjustment to the fee, timeline, or both. Minor clarifications or bug fixes (as defined in Exhibit A) shall not constitute a scope change."

Legal Reasoning:

  • Unilateral modification clauses are often unenforceable under contract law (e.g., UCC § 2-209 for goods, but similar principles apply to services) because they lack mutuality of obligation.
  • Courts may strike down such clauses as unconscionable (e.g., Williams v. Walker-Thomas Furniture Co., 1965) if they are one-sided and oppressive.
  • Exhibit A should define:
    • What constitutes a "material change" (e.g., >10% increase in effort).
    • A change order process (written approval, cost adjustment).

2. PAYMENT (90-Day Payment Terms + Subjective "Unsatisfactory" Standard)

Problem:

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

Exploitative Risks:

  • 90-day payment terms are extremely long (standard is 15-30 days in most industries).
  • "Sole discretion" standard allows the Client to arbitrarily reject work and avoid payment.
  • No definition of "unsatisfactory"—could be used to withhold payment indefinitely.

Suggested Modifications:

"Payment shall be due within 30 days of invoice receipt. If Client disputes an invoice, it must provide written notice within 14 days specifying the deficiencies. The parties shall attempt to resolve the dispute in good faith; if unresolved, the disputed portion may be submitted to binding arbitration (see Dispute Resolution). Client may not withhold payment for undisputed portions of the invoice."

Legal Reasoning:

  • 90-day payment terms may violate state prompt payment laws (e.g., California’s Prompt Payment Act, NY General Business Law § 342-a).
  • "Sole discretion" clauses are unenforceable if they allow arbitrary rejection (e.g., Wood v. Lucy, Lady Duff-Gordon, 1917—courts require good faith).
  • Undisputed portions must still be paid (e.g., UCC § 2-607(1)).
  • Arbitration for disputes prevents the Client from unilaterally withholding payment.

3. INTELLECTUAL PROPERTY (Overbroad Assignment of Contractor’s Pre-Existing IP)

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."

Exploitative Risks:

  • Overreach: The Client is trying to claim ownership of the Contractor’s pre-existing tools (e.g., personal libraries, frameworks, or methodologies).
  • Perpetual assignment means the Contractor loses all rights forever, even if the work is unrelated to the Client’s business.
  • No carve-out for open-source or third-party tools—could force the Contractor to violate licenses (e.g., GPL, MIT).

Suggested Modifications:

*"Work Product: All original code, documentation, and deliverables created specifically for this engagement shall be the exclusive property of Client. Pre-existing IP (including tools, libraries, or methodologies owned by Contractor prior to this engagement) shall remain the property of Contractor, provided that Client is granted a perpetual, royalty-free, non-exclusive license to use such IP solely in connection with the deliverables under this Agreement.

Third-Party IP: Contractor shall not incorporate any third-party IP (e.g., open-source libraries) into deliverables unless Client provides prior written approval of the license terms."*

Legal Reasoning:

  • Pre-existing IP is not automatically transferred unless explicitly assigned (e.g., Effects Associates v. Cohen, 1990—work-for-hire does not apply to pre-existing work).
  • Perpetual assignments are rare and heavily scrutinized—courts may limit them to a reasonable duration (e.g., Boosey & Hawkes v. Walt Disney Co., 1998).
  • Open-source compliance is critical—if the Contractor uses GPL-licensed code, the Client could inadvertently trigger copyleft obligations, exposing them to legal risk.
  • License (not assignment) is the standard approach for pre-existing IP (e.g., GitHub’s ToS).

4. NON-COMPETE (Overbroad & Likely Unenforceable)

Problem:

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

Exploitative Risks:

  • Overbroad scope: "Same industry" is vague—could prevent the Contractor from working in any tech-related field.
  • 24-month duration is excessive (most states limit non-competes to 6-12 months).
  • No geographic limitation—could prevent the Contractor from working anywhere in the world.
  • No consideration (payment) for the non-compete, which may make it unenforceable.

Suggested Modifications:

*"Non-Competition: For a period of 6 months following termination, Contractor shall not provide directly competing services (as defined in Exhibit B) to any company that is a direct competitor of Client (as listed in Exhibit B) within the United States. This restriction shall not apply if Contractor is engaged in non-competing work (e.g., unrelated industries, internal tools, or open-source contributions).

Consideration: In consideration for this restriction, Client shall pay Contractor a lump sum of $X (or $Y/month) during the non-compete period."*

Legal Reasoning:

  • **Non-competes are disfavored in many states (e.g., California bans them entirely under Bus. & Prof. Code § 16600).
  • Overbroad non-competes are routinely struck down (e.g., AMN Healthcare v. Hebert, 2018—1-year non-compete was unenforceable).
  • Consideration is required—if the Contractor isn’t paid extra, the clause is unenforceable (e.g., Loral Corp. v. Moyes, 1985).
  • Exhibit B should define:
    • "Direct competitor" (e.g., companies in the same NAICS code).
    • "Directly competing services" (e.g., same product category).

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."

Exploitative Risks:

  • No notice for Client = unilateral termination power (Contractor has no recourse).
  • 60-day notice for Contractor = asymmetrical burden.
  • No payment for partially completed work = unjust enrichment for the Client.

Suggested Modifications:

*"Termination for Convenience: Either party may terminate this Agreement with 30 days’ written notice. Client may terminate immediately for cause (e.g., material breach, fraud, or failure to deliver).

Termination Payment: Upon termination, Client shall pay Contractor for:

  1. All completed deliverables accepted by Client.
  2. Work in progress at the prorated hourly rate (based on % completion).
  3. Reimbursable expenses incurred prior to termination.

Transition Assistance: Contractor shall provide up to 10 hours of transition assistance (at the standard hourly rate) to facilitate handoff."*

Legal Reasoning:

  • Unilateral termination clauses are unenforceable if they are unconscionable (e.g., Ferguson v. Countrywide Credit Industries, 2002).
  • Payment for work in progress is required under quantum meruit (e.g., Restatement (Second) of Contracts § 373).
  • Transition assistance is standard in consulting contracts (e.g., Upwork’s ToS).

6. LIABILITY (Uncapped & Unfair Allocation of Risk)

Problem:

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

Exploitative Risks:

  • Uncapped liability = unlimited financial exposure (e.g., if a bug causes a $10M data breach, the Contractor is on the hook).
  • Consequential damages (e.g., lost profits, reputational harm) are extremely risky for contractors.
  • No carve-out for Client’s negligence (e.g., if the Client misuses the software).

Suggested Modifications:

*"Limitation of Liability: In no event shall either party be liable for indirect, incidental, special, or consequential damages (including lost profits, business interruption, or reputational harm), even if advised of the possibility of such damages.

Total Liability Cap: Contractor’s total aggregate liability under this Agreement shall not exceed the total fees paid by Client in the 12 months preceding the claim.

Client Responsibilities: Client shall be responsible for:

  1. Proper use of the software (e.g., not modifying source code without approval).
  2. Security of its own systems (e.g., firewalls, access controls).
  3. Compliance with applicable laws (e.g., data protection regulations)."*

Legal Reasoning:

  • Uncapped liability clauses are rare and often unenforceable (e.g., UCC § 2-719 allows limitations unless they fail of their essential purpose).
  • Consequential damages are routinely excluded in B2B contracts (e.g., Hadley v. Baxendale, 1854).
  • Mutual limitations are standard (e.g., AWS, Google Cloud, Microsoft Azure all cap liability).
  • Client responsibilities shift some risk back to the Client (e.g., negligent use).

7. INDEMNIFICATION (Overbroad & One-Sided)

Problem:

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

Exploitative Risks:

  • "Regardless of fault" = Contractor is liable even if the Client caused the issue.
  • "All claims" = no exceptions (e.g., even if the Client misused the software).
  • No cap on indemnification = unlimited financial risk.

Suggested Modifications:

*"Indemnification by Contractor: Contractor shall indemnify Client against claims arising from:

  1. Contractor’s negligence, willful misconduct, or breach of this Agreement.
  2. Third-party IP infringement (e.g., if Contractor uses unlicensed code).

Indemnification by Client: Client shall indemnify Contractor against claims arising from:

  1. Client’s negligence, willful misconduct, or breach of this Agreement.
  2. Client’s misuse of the software (e.g., violating third-party licenses).

Limitation: Total indemnification liability shall not exceed the total fees paid under this Agreement."*

Legal Reasoning:

  • One-sided indemnification is unconscionable (e.g., Graham v. Scissor-Tail, Inc., 1981).
  • "Regardless of fault" clauses are unenforceable in many jurisdictions (e.g., California Civil Code § 1668).
  • Mutual indemnification is standard (e.g., SaaS contracts).
  • Caps on indemnification are common (e.g., AWS limits indemnification to 12 months of fees).

8. CONFIDENTIALITY (Overly Restrictive & Unbalanced)

Problem:

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

Exploitative Risks:

  • 5-year confidentiality is excessive (standard is 2-3 years).
  • Including the terms of the agreement = gag order (prevents the Contractor from discussing unfair clauses).
  • No carve-out for legal/regulatory disclosures (e.g., if the Contractor is subpoenaed).

Suggested Modifications:

*"Confidentiality: Contractor shall keep confidential all non-public information disclosed by Client for 3 years after termination. This obligation shall not apply to:

  1. Information that is publicly available through no fault of Contractor.
  2. Information lawfully obtained from a third party.
  3. Information required to be disclosed by law or court order (provided Contractor gives Client prior written notice).

Exclusion: The existence of this Agreement and general nature of services (e.g., "software development") shall not be considered confidential."*

Legal Reasoning:

  • Overly broad confidentiality clauses are unenforceable (e.g., Restatement (Second) of Contracts § 188).
  • 5-year terms are excessive—courts may reduce them (e.g., Warner-Lambert Co. v. John J. Reynolds, Inc., 1961).
  • Gag orders on contract terms violate public policy (e.g., California’s Private Attorneys General Act (PAGA)).
  • Legal/regulatory carve-outs are required (e.g., Sarbanes-Oxley, GDPR).

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."

Exploitative Risks:

  • Arbitration in Client’s home jurisdiction = forum shopping (makes it expensive for the Contractor to challenge).
  • "Loser pays" costs = chilling effect (Contractor may avoid arbitration due to financial risk).
  • No opt-out for small claims (e.g., unpaid invoices).

Suggested Modifications:

*"Dispute Resolution:

  1. Negotiation: The parties shall attempt to resolve disputes informally within 30 days.
  2. Mediation: If unresolved, the parties shall engage in mediation (at a mutually agreed-upon location).
  3. Arbitration: If mediation fails, disputes shall be resolved via binding arbitration under the American Arbitration Association (AAA) rules, with the following terms:
    • Location: Arbitration shall take place in [neutral location, e.g., New York or Delaware].
    • Costs: Each party shall bear its own costs, except that the prevailing party may recover reasonable attorneys’ fees if the other party acted in bad faith.
    • Small Claims Carve-Out: Either party may pursue claims under $25,000 in small claims court without arbitration."*

Legal Reasoning:

  • Forum selection clauses are enforceable but unconscionable if one-sided (e.g., Carnival Cruise Lines v. Shute, 1991).
  • "Loser pays" clauses are disfavored in arbitration (e.g., Green Tree Financial Corp. v. Randolph, 2000—unconscionable if they deter claims).
  • Small claims carve-outs are standard (e.g., Uber’s arbitration clause).
  • Mediation first is encouraged by courts (e.g., California Code of Civil Procedure § 1281.2).

Final Recommendations for the Contractor

  1. Negotiate or Walk Away – This contract is extremely one-sided. If the Client refuses to modify key clauses (e.g., liability, IP, payment terms), do not sign it.
  2. Use a Standard Template – Instead of this, use a fair consulting agreement (e.g., Upwork’s ToS, AIGA Standard Agreement, or Clio’s Independent Contractor Agreement).
  3. Consult a Lawyer – Do not sign this without legal review. A lawyer can:
    • Redline unfair clauses (e.g., liability, IP, non-compete).
    • Add protective provisions (e.g., force majeure, insurance requirements).
    • Negotiate better terms (e.g., shorter payment terms, mutual indemnification).
  4. Document Everything – If you must sign this, keep detailed records of:
    • Scope changes (email approvals).
    • Deliverables (version control, timestamps).
    • Client communications (in case of payment disputes).

Key Takeaways

ClauseProblemFix
ScopeUnilateral modificationDefine scope in Exhibit A, require mutual agreement for changes
Payment90-day terms + arbitrary rejection30-day payment, written dispute process
IPOverreach on pre-existing IPLicense (not assignment) for pre-existing tools
Non-CompeteOverbroad & long6-month limit, narrow scope, paid consideration
TerminationOne-sided, no payment for WIP30-day notice, payment for completed work
LiabilityUncapped, no mutual limitsCap at 12 months of fees, exclude consequential damages
IndemnificationOne-sided, "regardless of fault"Mutual indemnification, fault-based
Confidentiality5-year gag order3-year limit, exclude public info
ArbitrationUnfair forum, "loser pays"Neutral location, each party bears own costs

Bottom Line: This contract is designed to exploit the Contractor. Do not sign it as-is. If the Client refuses to negotiate, find another client—this one is high-risk.

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About Mistral Large 3 2512

Capabilities

ConversationReasoningCode GenerationAnalysis

Categories

TextCodeMultimodal

Specifications

Provider
Mistral
Released
2025-12-01
Size
XLARGE

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