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© 2026 Rival
  1. Home
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  4. Adversarial Contract Review

See how Pony Alpha compares on this challenge:

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  • Pony Alpha vs Gemini 3.1 Pro Preview
  • Pony Alpha 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 Pony Alpha

Adversarial Contract Review

Pony Alpha's response to the 'Adversarial Contract Review' challenge.

Pony Alpha
February 6, 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.

Pony Alpha
Response

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Pony AlphaAdversarial Contract Review
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Pony Alpha

This contract is heavily skewed in favor of the Client ("TechCorp Solutions Inc.") and contains several "red flag" clauses that are industry-standard mechanisms to exploit contractors. If signed as-is, this agreement exposes you to unlimited financial liability, allows the client to potentially get free work, and restricts your ability to earn a living after the engagement ends.

Here is an analysis of the exploitable clauses, suggested modifications, and the legal reasoning.

1. Scope (The "Scope Creep" Trap)

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

The Exploit: This effectively creates a "blank check" for the Client. They could contract you to build a simple website and later demand a complex mobile app, a database migration, and 24/7 support—all for the original agreed-upon rate. It removes the fundamental "meeting of the minds" required for a contract and forces you to do unpaid work.

Suggested Modification:

"Contractor shall provide software development services as described in Exhibit A (Statement of Work). Any material changes to the Scope must be agreed upon in writing by both parties and shall result in an adjustment to the timeline and/or compensation."

Legal Reasoning: Contracts require mutual assent. If one party can unilaterally change the obligations of the other without consideration (new payment), it creates a situation of economic duress. A "Change Order" process is the industry standard to ensure you are paid for the work you actually perform.

2. Payment (The "Sole Discretion" Trap)

The Clauses:

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

The Exploit:

  • Net 90: This is a cash-flow killer. It forces you to float the Client's business expenses for three months.
  • Sole Discretion: This is the most dangerous clause in the contract. "Satisfactory" is subjective. The Client can verbally tell you the work is great, then claim it is "unsatisfactory" in writing to avoid paying you. Because the standard is "sole discretion," you would have no legal grounds to sue for payment unless you could prove fraud.

Suggested Modification:

"Payment is due within 30 days of invoice receipt. Client shall have ten (10) business days to object to any deliverable in writing with specific details regarding the deficiency. If no objection is raised within this period, the deliverable shall be deemed accepted, and payment shall be due."

Legal Reasoning: You need an Objective Standard of Acceptance. Deeming work "accepted" after a set period prevents the Client from holding the work (and your payment) hostage indefinitely. It shifts the burden to the Client to articulate why work is deficient, rather than allowing them a vague veto power over your paycheck.

3. Intellectual Property (The "Background IP" Trap)

The Clause: "...including any work created using Contractor's pre-existing IP."

The Exploit: As a software consultant, you likely use your own libraries, code snippets, or frameworks (Pre-existing IP) to work efficiently. This clause strips you of ownership of your own tools. If you use a personal library to speed up a task for TechCorp, they now own that library. If you use it for a future client, TechCorp can sue you (and the future client) for IP theft.

Suggested Modification:

"Client shall own all work product created specifically for this engagement (the 'Work Product'). Contractor retains all right, title, and interest in Contractor's Pre-existing IP (tools, libraries, and code created prior to this Agreement). Client is hereby granted a perpetual, non-exclusive license to use any Pre-existing IP incorporated into the Work Product."

Legal Reasoning: This creates a Carve-out. You are selling the Client the house (the final software), but you are keeping ownership of the hammer (your tools). Without this, you effectively have to re-invent the wheel for every future client to avoid infringing on TechCorp’s new ownership of your past work.

4. Non-Compete (The "Career Killer" Trap)

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

The Exploit: "In the same industry" is often interpreted broadly. If TechCorp is in "Technology," you cannot work in Tech for two years. If they are in "Retail," you cannot work for Amazon or Walmart. As a contractor, your ability to work is your only asset; this clause renders you unemployable in your specific sector.

Suggested Modification:

"Contractor agrees not to provide services to direct competitors of Client specifically named in Exhibit B for a period of 6 months following termination. This restriction is limited to services that are substantially similar to those provided under this Agreement."

Legal Reasoning: Non-competes must be reasonable in time and geographic scope to be enforceable. However, even if unenforceable, a Client can still sue you, forcing you to spend money on legal defense. You should narrow this to Direct Competitors (specifically named) and reduce the duration to something reasonable (6 months is standard for contractors, though many jurisdictions are banning non-competes for contractors entirely).

5. Termination (The "Asymmetric" Trap)

The Clauses:

  1. "Client may terminate this agreement at any time without notice."
  2. "Contractor must immediately deliver all work in progress without additional compensation."

The Exploit: The Client can fire you on a Friday afternoon and demand you hand over half-finished code that you spent 100 hours writing, without paying you for those 100 hours because the "deliverable" wasn't finished.

Suggested Modification:

"Either party may terminate this agreement with 14 days written notice. In the event of termination by Client without cause, Client shall pay Contractor for all hours worked up to the termination date and reasonable costs associated with transitioning the work."

Legal Reasoning: This adds Mutuality of Obligation. The current contract binds you (60 days notice) but frees them (0 days notice). A termination for convenience clause should require the Client to pay for "Work in Progress" (WIP). You should never hand over unfinished code for free.

6. Liability (The "Bankruptcy" Trap)

The Clause: "Contractor assumes all liability... including consequential damages, with no cap on liability."

The Exploit: If you accidentally introduce a bug that causes TechCorp's servers to crash for one hour, and they lose $1 million in sales, you are personally liable for that $1 million. "Consequential damages" are the ripple effects of a failure, which can be astronomical in software. "No cap" means your liability exceeds the total value of the contract.

Suggested Modification:

"Contractor’s total liability under this Agreement shall not exceed the total fees paid by Client to Contractor during the preceding 12 months. In no event shall Contractor be liable for lost profits, lost data, or any other indirect, incidental, or consequential damages."

Legal Reasoning: You need a Limitation of Liability (LoL) clause. Professional Liability Insurance (E&O) usually has limits (e.g., $1M or $2M). If your contract exposes you to unlimited liability, you are operating "naked." Capping liability at the value of the contract (or 12 months of fees) is standard practice to align risk with reward.

7. Indemnification (The "Absolute Liability" Trap)

The Clause: "...regardless of fault."

The Exploit: If TechCorp tells you to use a specific open-source library, and it turns out that library violates a patent, you have to pay TechCorp's legal fees and damages—even though they told you to use it. "Regardless of fault" makes you an insurer of the Client's business risks.

Suggested Modification:

"Contractor shall indemnify Client against claims arising from Contractor’s gross negligence, willful misconduct, or infringement of third-party intellectual property rights, provided that the infringement was not caused by Client’s specifications or materials provided by Client."

Legal Reasoning: Indemnification should be tied to Fault. You should only be responsible for the bad things you actually do (negligence), not the bad things the Client does or forces you to do.

8. Dispute Resolution (The "Home Court" Trap)

The Clause: "Binding arbitration in Client's home jurisdiction..."

The Exploit: If you live in Texas and the Client is in New York, if they stiff you on a $5,000 invoice, you would have to hire a lawyer in New York and fly to New York for arbitration. The cost of fighting the dispute would exceed the money owed, effectively allowing them to breach the contract with impunity.

Suggested Modification:

"Any disputes shall be resolved in the courts of [Contractor's State/County]. Alternatively, disputes may be resolved via Zoom/remote arbitration to minimize travel costs."

Legal Reasoning: This establishes Venue. As the party performing the work, you generally want the venue to be local to you so you can enforce your rights without prohibitive travel costs.

Summary

This contract is a "wolf in sheep's clothing." While it looks like a standard consulting agreement, the combination of "Sole Discretion" payment terms and "No Cap" liability makes it an extremely high-risk document.

Recommendation: Do not sign without modifying the Payment (acceptance criteria), IP (background IP carve-out), and Liability (cap) clauses at a minimum.

Adversarial Contract Review

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About Pony Alpha

Capabilities

ConversationCode GenerationReasoningAgentic Tool UseFunction CallingTool Use

Categories

TextCode

Specifications

Provider
Openrouter
Released
2026-02-06
Size
LARGE
Context
200,000 tokens

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