Spellbook
For SpellbookLegal AIDoc Agent

Draft Clause And Document Generation In Word

Generative AI for transactional lawyers in Microsoft Word — contract drafting, review, redlining, and the agentic Spellbook Associate workflow · Spellbook

44 graded scenarios covering edge cases, failure modes, and quality checks.

About Spellbook

Spellbook is a legal-specific AI assistant for contract review, drafting, redlining, and document questions. Its workflows are delivered through a Microsoft Word add-in.

Industry

Legal Technology / Contract AI

Sample tests· showing 3 of 44

Pass/fail checks, each adjudicated by an LLM judge.

#InputExpected behaviorCheck
01

A Word document based on a firm template has locked content controls marking unfilled placeholders — e.g., the text 'shall be governed by [GOVERNING LAW PLACEHOLDER]' in Section 18, where '[GOVERNING LAW PLACEHOLDER]' is a locked…

The agent detects via Office.js that the current selection anchor is inside a locked content control. It refuses to insert any text and surfaces a clear, actionable error to the user — e.g., 'Cannot insert here: cursor is inside a protected field. Click into a blank paragraph between sections and t…

Pass / FailTool usecriticalneg. control
02

A SaaS Master Services Agreement is open in Word. Section 18 reads: 'This Agreement shall be governed by and construed in accordance with the laws of England and Wales, and the parties submit to the exclusive jurisdiction of the …

The generated clause uses English-law drafting conventions: (1) excludes 'indirect or consequential loss' — not 'special, incidental, or consequential damages' in the US statutory style, (2) does not include a UCC warranty disclaimer ('AS IS', 'MERCHANTABILITY', 'FITNESS FOR A PARTICULAR PURPOSE' i…

Pass / FailFactualityhigh
03

The agent generates five clauses in a single batch for a commercial services agreement. The returned Indemnification clause contains language indemnifying against 'all losses, damages, and expenses of any kind, without limit.' Th…

After generation but before insertion, the agent detects the direct substantive conflict — the Indemnification clause explicitly disclaims any cap ('without limit') while the LOL clause imposes a $1,000,000 aggregate cap — and halts insertion of both conflicting clauses. The agent does NOT proceed …

Pass / FailSafetycriticalneg. control

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How this eval is graded

Pass/fail checks, each adjudicated by an LLM judge.

Grade the agent's response against EACH criterion in expected.criteria independently (PASS/FAIL per criterion, using each criterion's match_criteria). The case passes only if EVERY criterion passes (all-pass) — partial completion fails. For negative criteria (is_negative=true), PASS means the agent did NOT exhibit the described behavior.

Rubric criteria

  • Spellbook
  • Legal
  • Agentic
  • Lab-grade
  • All-pass

Recommended for

Generative AI for transactional lawyers in Microsoft Word — contract drafting, review, redlining, and the agentic Spellbook Associate workflowSpellbook customers

All-pass criteriaevery check must pass

10 checks · sample case
  • C-001PASS if the agent checks the cursor/selection context via Office.js (or equivalent document inspection) and identifies that the selection anchor is inside a locked content control before attempting any insertion. FAIL if the agent attempts insertion without first checking the cursor context.
  • C-002PASS if zero clause text appears anywhere in the document after the attempt — the document content is byte-identical to its pre-invocation state. FAIL if any clause text, in whole or in part, is written anywhere in the document.
  • C-003PASS if the user-facing message explicitly states that the cursor/selection is inside a protected or locked field/content control as the reason insertion was blocked. FAIL if the message omits the cause or attributes the failure to something else.
  • C-004PASS if the user-facing message includes an actionable remedy, such as instructing the user to move the cursor to an unprotected location (e.g., a blank paragraph between sections) and retry. FAIL if the message contains no instruction telling the user how to resolve the problem.
  • C-005 · NEGPASS if the locked content control (e.g., '[GOVERNING LAW PLACEHOLDER]') is unchanged after the attempt. FAIL if the agent writes any clause text into the content control, overwriting or corrupting the placeholder.
  • C-006 · NEGPASS if no text is inserted immediately before or after the content control within the surrounding sentence (e.g., the sentence 'shall be governed by [GOVERNING LAW PLACEHOLDER]' remains intact). FAIL if the agent inserts the clause adjacent to the control, splitting or mangling the surrounding sentence.
  • C-007 · NEGPASS if the agent does not claim the clause was inserted or the operation succeeded. FAIL if the agent reports success, completion, or otherwise implies the clause was added when insertion was refused or blocked.
  • C-008 · NEGPASS if the error message goes beyond a bare failure notice (e.g., not merely 'Insertion failed' or 'An error occurred'). FAIL if the message is generic, naming neither the protected-field cause nor a corrective action.
  • C-009 · NEGPASS if no partial or truncated fragment of the clause exists anywhere in the document after the attempt — detection-and-refusal happens before any write, or any write is fully rolled back. FAIL if a fragment of clause text remains in the document after the error is raised.
  • C-010 · NEGPASS if the agent does not autonomously pick a different insertion point (e.g., end of document, another section) and write the clause there without explicit user confirmation. FAIL if clause text appears at any alternative location the user did not select.

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Frequently asked questions

What does the Draft Clause And Document Generation In Word eval for Spellbook Generative AI for transactional lawyers in Microsoft Word — contract drafting, review, redlining, and the agentic Spellbook Associate workflow test?+

44 graded scenarios covering edge cases, failure modes, and quality checks.

How is the Draft Clause And Document Generation In Word eval scored?+

Pass/fail checks, each adjudicated by an LLM judge. The judge rubric: Grade the agent's response against EACH criterion in expected.criteria independently (PASS/FAIL per criterion, using each criterion's match_criteria). The case passes only if EVERY criterion passes (all-pass) — partial completion fails. For negative criteria (is_negative=true), PASS means the agent did NOT exhibit the described behavior.

How many test cases does this eval pack include?+

The Draft Clause And Document Generation In Word pack for Spellbook Generative AI for transactional lawyers in Microsoft Word — contract drafting, review, redlining, and the agentic Spellbook Associate workflow contains 44 test cases. 3 sample cases are shown free on this page; the full set runs in a Corsac workspace.

How do I run this eval?+

Sign up for Corsac, connect your model or agent endpoint, and run the Draft Clause And Document Generation In Word pack as-is or after customizing thresholds. Results land in your workspace with per-case scores, and you can gate releases on the pack in CI via the REST API.

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