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  1. Home
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  3. Z.AI: GLM 4.5 Air
  4. Adversarial Contract Review

See how Z.AI: GLM 4.5 Air compares on this challenge:

  • Z.AI: GLM 4.5 Air vs Claude Sonnet 4.6
  • Z.AI: GLM 4.5 Air vs Gemini 3.1 Pro Preview
  • Z.AI: GLM 4.5 Air 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 Z.AI: GLM 4.5 Air

Adversarial Contract Review

Glm 4 5 Air's response to the 'Adversarial Contract Review' challenge.

Z.AI: GLM 4.5 Air
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.

Z.AI: GLM 4.5 Air
Response

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Z.AI: GLM 4.5 AirAdversarial Contract Review
glm-4.5-air logo
Z.AI: GLM 4.5 Air

Of course. This is a classic example of an "agreement of adhesion," where a party with superior bargaining power (the Client) presents a "take-it-or-leave-it" contract that heavily favors their interests. Here is a detailed clause-by-clause analysis of provisions that could be exploited against the Contractor, along with suggested modifications and the legal reasoning behind them.


Overview of the Problem

The contract is heavily skewed in the Client's favor, creating significant financial, professional, and legal risks for the Contractor. The core issues are a lack of mutual obligations, overly broad and one-sided protections for the Client, and a severe imbalance in power during the engagement and its termination.


Clause-by-Clause Analysis and Modifications

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

  • How it can be exploited: This is one of the most dangerous clauses for the Contractor. It allows the Client to change the project's requirements, potentially doubling the workload while the Contractor's compensation remains fixed. A client could add significant features, change core logic, or pivot the entire project, all without paying for the additional effort. This effectively turns the Contractor into a fixed-price bidder on an hourly contract, exposing them to unlimited scope creep and financial loss.

  • Suggested Modification:

    "Client reserves the right to modify the scope. Any material change that increases the estimated hours or complexity of the project by more than 10% shall be subject to a written change order, which will outline the new scope, deliverables, and agreed-upon compensation (e.g., additional hours or a fixed fee). Minor changes that do not materially impact the timeline or effort may be directed verbally at Client's sole discretion."

  • Legal Reasoning:

    • Unconscionability: Courts may refuse to enforce a contract term that is so one-sided and unfair that it shocks the conscience. A clause allowing unlimited free changes is a prime candidate.
    • Implied Covenant of Good Faith and Fair Dealing: Every contract has an implied obligation that neither party will act in a manner that undermines the other party's ability to receive the benefits of the agreement. Allowing unlimited scope change without compensation is a clear violation of this covenant.
    • Mutuality of Obligation: A valid contract requires a "meeting of the minds" and mutual obligations. This clause removes the Client's obligation to pay for the work actually performed, destroying the bargain.

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

  • How it can be exploited: The 90-day payment term is extremely long and severely strains the Contractor's cash flow. More critically, the "sole discretion" clause gives the Client a blank check to withhold payment for any reason, or no reason at all. They can simply claim work is "unsatisfactory" as a tactic to delay payment indefinitely, effectively using the Contractor as an interest-free lender.

  • Suggested Modification:

    "Payment is due within 30 days of invoice receipt. Client may withhold payment for specific, documented defects in the deliverables that materially deviate from the agreed-upon scope and acceptance criteria. Client must provide written notice of such defects within 10 business days of delivery, and payment for the non-defective portion shall not be withheld. If no such notice is provided, the deliverable shall be deemed accepted, and payment shall be due in full."

  • Legal Reasoning:

    • Payment Terms: While 90 days is not illegal, it is commercially unreasonable and puts the Contractor at a severe disadvantage. Courts often look to industry standards, and 30 days is far more common and equitable for professional services.
    • Vagueness and Abuse of Discretion: A term like "unsatisfactory at Client's sole discretion" is unenforceably vague. It fails to provide an objective standard, allowing for arbitrary and bad-faith withholding of payment. A contract must have reasonably ascertainable standards for performance and payment.

3. INTELLECTUAL PROPERTY: "All work product... shall be the exclusive property of Client in perpetuity, including any work created using Contractor's pre-existing IP."

  • How it can be exploited: This clause is draconian and unworkable. It attempts to "steal" the Contractor's pre-existing tools, libraries, and methodologies that they developed and own independently. This is unacceptable for several reasons:

    1. It requires the Contractor to give away valuable assets.
    2. It prevents the Contractor from using their own expertise for other clients.
    3. It creates a massive liability risk if the pre-existing IP infringes on a third party's rights (the Contractor would be indemnifying the Client for their own property).
  • Suggested Modification:

    "3.1. Work Product: Contractor hereby assigns to Client all right, title, and interest in and to all work product specifically created for this Engagement (the 'Deliverables'). 3.2. Background IP: Contractor shall retain all right, title, and interest in its pre-existing intellectual property, tools, and methodologies ('Background IP') used to create the Deliverables. Contractor hereby grants Client a non-exclusive, royalty-free, perpetual license to use the Background IP solely to operate, maintain, and support the Deliverables. 3.3. Warranty: Contractor warrants that it has the full right to grant the license in Section 3.2 and that the Deliverables and their use do not infringe upon any third-party intellectual property rights."

  • Legal Reasoning:

    • Distinction Between Work-for-Hire and Background IP: This is a standard and fair approach in software development. The client pays for the new work product but gets a license to use the contractor's tools, which is a reasonable compromise.
    • Unconscionability/Overbreadth: A clause that demands ownership of all IP, including pre-existing property, is so overly broad that it is likely unenforceable. It fails to represent a fair exchange of value.
    • Impossibility of Performance: For a software consultant, their pre-existing IP is their livelihood. Forcing them to give it away makes it impossible for them to continue their profession, which can render the clause void as against public policy.

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

  • How it can be exploited: This is a classic non-compete clause that is likely unenforceable but still dangerous. It is geographically unlimited ("any company"), temporally very long (24 months), and covers a broad definition of "similar services." The Client could use this to threaten the Contractor and prevent them from earning a living for two years.

  • Suggested Modification:

    "During the term of this Agreement and for a period of six (6) months following termination, Contractor agrees not to provide consulting services directly to any entity that is a direct competitor of Client, within a 50-mile radius of Client's place of business, and with whom Contractor had no contact prior to this Agreement."

  • Legal Reasoning:

    • Reasonableness Test: For a non-compete to be enforceable, it must be reasonable in duration, geographic scope, and scope of prohibited activities.
    • Duration: 24 months is almost always considered too long for a standard consulting agreement. Six months to one year is a more common and potentially defensible duration.
    • Geography: "Any company" is unenforceable. A court would require a specific geographic area, such as a city, county, or a 50-100 mile radius.
    • Scope: "Similar services" is too broad. It should be limited to services for direct competitors and should not prevent the Contractor from using their general skills elsewhere.

5. TERMINATION: "Upon termination, Contractor must immediately deliver all work in progress without additional compensation."

  • How it can be exploited: This is punitive. If the Client terminates the agreement (for any reason, including a change of mind), the Contractor loses all compensation for work already performed but not yet delivered. For example, if a Contractor works for three weeks and the Client then terminates, the Contractor gets paid nothing for three weeks of work. This is a massive financial risk.

  • Suggested Modification:

    "Upon termination by Client for convenience, Contractor shall be paid for all hours worked and all work product accepted by Client prior to the termination date. For work in progress that is not yet accepted, Client may elect to pay for such work at a mutually agreed fair market value or have the Contractor cease work on that portion with no further obligation."

  • Legal Reasoning:

    • Quantum Meruit: This is a legal principle meaning "as much as he deserved." If a party performs part of a contract and the other party unjustly benefits from that performance, the performing party can sue to be paid the reasonable value of the services rendered. A clause that explicitly forbids this is contrary to this fundamental principle of fairness and will likely be unenforced by a court. The Contractor can always sue for the value of their work, regardless of this clause, but the clause is an attempt to waive a right that a court would not allow to be waived.

6. LIABILITY: "Contractor assumes all liability... including consequential damages, with no cap on liability."

  • How it can be exploited: This is a catastrophic risk. "Consequential damages" are indirect losses, such as lost profits, business interruption, or damage to reputation. If a bug introduced by the Contractor causes the Client to lose millions in revenue, the Contractor could be held personally liable for the entire amount, potentially bankrupting them and their business.

  • Suggested Modification:

    "Client's exclusive remedy and Contractor's entire liability for any claim, loss, or damage arising from or related to this Agreement shall be limited to the total fees paid to Contractor under this Agreement in the twelve (12) months preceding the claim. In no event shall Contractor be liable for any consequential, special, incidental, or punitive damages."

  • Legal Reasoning:

    • Limitation of Liability: This is a standard risk allocation clause in commercial contracts. It caps the Contractor's financial exposure at a reasonable amount (e.g., one year's fees) and explicitly excludes types of damages (like consequential damages) that can be catastrophic.
    • Unconscionability/Absence of Consideration: A clause that imposes unlimited, uncapped liability on one party while the other's liability is limited or non-existent is fundamentally unbalanced. It can be deemed unconscionable, especially if the Contractor is an individual or small business without the deep pockets to cover such losses. The Client gets the benefit of the Contractor's service but shifts all the risk onto them.

7. INDEMNIFICATION: "Contractor shall indemnify Client against all claims... regardless of fault."

  • How it can be exploited: This is an "absolute" or "broad-form" indemnification. It requires the Contractor to pay for the Client's legal fees and damages even if the Client was 100% at fault and the Contractor did nothing wrong. For example, if the Client provides faulty data that causes a problem, the Contractor could still be on the hook for all related costs.

  • Suggested Modification:

    "Contractor shall indemnify, defend, and hold harmless Client from and against any claims arising out of Contractor's gross negligence or willful misconduct in the performance of this Agreement. Contractor shall not be responsible for claims arising from Client's negligence, misuse of the deliverables, or breach of this Agreement by Client."

  • Legal Reasoning:

    • Fault-Based Standard: Indemnification should be based on fault. It is unreasonable to expect one party to pay for the consequences of another party's actions. A "regardless of fault" clause is overly broad and will often be modified by a court to a more reasonable standard, such as "negligence" or "gross negligence."
    • Mutual Indemnification: A fair contract will be mutual. The Client should also indemnify the Contractor against claims arising from the Client's actions (e.g., providing infringing materials).

8. CONFIDENTIALITY: "...for 5 years after termination."

  • How it can be exploited: While confidentiality is standard, a 5-year term for a consulting engagement is unusually long and potentially burdensome. The core business and technical secrets of a project are often not relevant after 1-2 years, and the Contractor is bound by this long-term restriction.

  • Suggested Modification:

    "Contractor shall maintain the confidentiality of all Confidential Information for a period of three (3) years following termination of this Agreement, or such longer period as may be required by law."

  • Legal Reasoning:

    • Reasonableness: Like non-competes, the duration of a non-disclosure agreement (NDA) must be reasonable. Three years is a more standard and defensible term for a typical consulting engagement. It provides adequate protection for the Client's legitimate secrets without imposing an unduly long burden on the Contractor.

9. DISPUTE RESOLUTION: "...binding arbitration in Client's home jurisdiction, with costs borne by the losing party."

  • How it can be exploited: While arbitration is often faster than court, this clause is designed to be expensive and inconvenient for the Contractor. Forcing the Contractor to travel to the Client's home jurisdiction for every dispute can be a significant financial and logistical barrier, effectively deterring them from pursuing a legitimate claim.

  • Suggested Modification:

    "Any dispute arising out of this Agreement shall be resolved through binding arbitration administered by the American Arbitration Association (AAA) in a neutral location agreed upon by both parties, or in the county where the Contractor is principally located. The arbitrator shall have the power to award attorney's fees and costs to the prevailing party."

  • Legal Reasoning:

    • Convenience of the Parties: A contract must be fair and convenient for both parties. A clause that forces one party to litigate in the other's "home field" is procedurally unfair and may be challenged by a court.
    • Neutrality: A "neutral location" or the Contractor's home jurisdiction is a more standard and equitable approach. This ensures a level playing field.
    • Attorney's Fees: Making the losing party pay attorney's fees encourages both sides to settle their disputes reasonably rather than litigate to the bitter end.
Adversarial Contract Review

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About Z.AI: GLM 4.5 Air

Capabilities

ConversationReasoningAnalysis

Categories

Text

Specifications

Provider
Zhipu
Released
2025-07-25
Size
LARGE
Context
128,000 tokens

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