Needle-in-Haystack: Finding Specifics in Massive Claude Contexts

Find [specific information] in the following document.

Navigation hints:
- Look for sections discussing [topic/keyword/signal]
- Pay attention to [specific indicators that mark relevant content]
- The information is likely near [structural hint: chapter, section, code file]

Verification:
- When you find a candidate, quote the exact passage
- Include the surrounding context (2-3 sentences before and after)
- Indicate your confidence level: [High / Medium / Low]
- If you find MULTIPLE mentions, list all of them with their locations

Find the Q3 2025 revenue figure for the Enterprise segment in the attached
earnings report.

Navigation hints:
- Look for tables labeled "Segment Revenue" or "Revenue by Business Unit"
- The Enterprise segment may also be called "Enterprise & Strategic Accounts"
- Revenue figures are typically in millions, formatted as "$XXX.XM"

Verification:
- Quote the exact table row and surrounding context
- Confirm whether the figure is GAAP or non-GAAP
- Indicate if the figure includes or excludes one-time items
- State confidence: High only if the label explicitly matches; Medium if inferred

Answer this question by finding and combining information from multiple
locations in the document:

QUESTION: [multi-hop question]

FINDING 1: Locate information about [topic A].
- Where found: [let Claude fill this in]
- What it says: [let Claude fill this in]

FINDING 2: Locate information about [topic B].
- Where found: [let Claude fill this in]
- What it says: [let Claude fill this in]

SYNTHESIS: Combine Finding 1 and Finding 2 to answer the question.
If the findings contradict, explain the contradiction rather than picking one.

Answer: Does the merger agreement allow either party to terminate if the
stock price drops below $50 before closing?

FINDING 1: Locate the "Termination Rights" section. Identify all conditions
under which either party can terminate.

FINDING 2: Locate the definition of "Material Adverse Change" (MAC).
Does it include stock price decline? Are there specific thresholds?

FINDING 3: Check any side letters or amendments that might modify the
termination or MAC clauses.

SYNTHESIS: Based on all three findings, answer the question with specific
clause references. Note any ambiguities or conflicting interpretations.

TASK: Find [specific information].

PASS 1 — Find candidates: "Scan the document for any mention of [topic].
List ALL mentions with their approximate locations."

PASS 2 — Verify accuracy: "For each mention from Pass 1, quote the exact
passage verbatim (minimum 2 surrounding sentences)."

PASS 3 — Challenge findings: "For each quoted passage, argue AGAINST the
interpretation that it means [presumed meaning].
What alternative interpretations are possible?"

PASS 4 — Final answer: "Based on all three passes, provide your conclusion.
If any findings were rejected in Pass 3, explain why."

TASK: Confirm whether [specific information] exists in the document.

APPROACH:
1. List every section of the document that COULD contain this information.
2. For each section, state whether it mentions [topic] or not.
3. If the information IS present: quote it with location.
4. If the information IS NOT present: state "Confirmed: [topic] is not mentioned
   in [section]" for every section checked.

This is a negative finding task. Absence of evidence is the correct answer
if no relevant passages are found — do not fabricate or infer content.

=== SECTION 4.2: Q3 2025 Enterprise Revenue ===

Segment: Enterprise & Strategic Accounts
Revenue: $847.3M
Year-over-Year Growth: 12.4%
Adj. Operating Margin: 28.1%

Key Drivers:
- 47 new enterprise logos added
- Average contract value increased 8% to $1.2M
- Churn rate improved to 3.1% (from 4.7% Q3 2024)

=== END SECTION 4.2 ===

Revenue was up this quarter, especially in enterprise which saw some good
growth thanks to new customers and bigger deals. I think it was around 12%
growth but you'd need to check the exact number. Operating margins were
healthy too.