Agreement interpretation layer

Agreements fail
operationally,
not legally.

ManAIger evaluates creator and brand agreements for structural ambiguity — the kind that causes payment disputes, delivery failures, and liability exposure after signing.

PDF upload Clause paste Instant structural report
Brand_Campaign_Agreement.pdf
Delivery Ambiguous
Clause
"Creator agrees to provide social media content in support of the campaign."
Issue
The agreement does not define the number, format, or platform for deliverables.
Payment Clear
Enforcement Not Evaluable
Evidence
Insufficient text to evaluate liability allocation or dispute mechanisms.
Identity Clear
4 evaluation domains No legal advice SHA-256 document fingerprint Schema-validated output

Most contract disputes aren't about what the agreement says. They're about what it doesn't say clearly enough — who approves, what constitutes delivery, when payment triggers.

ManAIger doesn't summarize agreements or give legal advice. It performs failure-surface detection — identifying the exact clauses where implicit interpretation creates operational exposure before those clauses are ever triggered.

Four evaluation domains

Four domains. Every agreement.

ManAIger evaluates each domain independently, even when the agreement text doesn't explicitly address it.

01
Identity

Defines who the contractual parties are and who has authority to approve, act, or bind the agreement.

Party definitions Signatory authority Approval roles
02
Delivery

Defines what content or services must be delivered, in what format, and how acceptance is determined.

Deliverable specs Acceptance criteria Revision limits
03
Payment

Defines how and when compensation is triggered — what event initiates payment and what constitutes completion.

Payment triggers Completion definition Conditional language
04
Enforcement

Defines remedies, liability allocation, indemnity scope, and how disputes are resolved between parties.

Indemnity scope Liability caps Dispute process
Pipeline

From agreement to structural report

1
Upload or paste

Upload a full PDF agreement or paste a specific clause for targeted analysis. Both paths use the same evaluation engine.

PDF · Clause text · Up to 4,000 characters
2
Deterministic analysis

Text extraction, evidence integrity detection, canonicalization, fingerprinting, and enforcement signal detection — all before the LLM is called.

Non-LLM pre-processing · SHA-256 fingerprint · Pattern detection
3
Structural risk report

A validated, schema-enforced risk report across all four domains. Each risk item is anchored to an exact clause excerpt with no legal advice or recommendations.

Schema validation · Prohibited language guardrails · Immutable artifact
Important ManAIger identifies structural ambiguity. It does not give legal advice, recommend actions, predict outcomes, or suggest improvements. The output is diagnostic, not prescriptive.
Full agreement
PDF upload

Upload the complete agreement as a PDF. ManAIger extracts text, evaluates evidence completeness, generates an immutable fingerprint, and produces a full four-domain report with a downloadable Interpretation Record.

  • Complete structural evaluation
  • Persistent Interpretation Record
  • SHA-256 document fingerprint
  • Downloadable Interpretation Record
Clause test
Paste clause

Paste a specific clause to evaluate its structural exposure in isolation. Marked as partial evidence — some risks only emerge in the context of the full agreement.

  • Targeted clause evaluation
  • Same four-domain framework
  • Partial evidence flag
  • CTA to upload full agreement

Identify where agreements reopen after signing

Pre-launch risk exposure mapping for agencies. Upload an agreement or paste a clause. Results in under two minutes.