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skills/earnings-deep-dive/references/CHAT_REPORT_CONTRACT.md
6.68 KB · Oct 5, 2026 · 12:04 UTC
# Chat Report Contract Use this reference after `earnings-deep-dive` is selected for the analysis and evidence contract of a chat-native response or polished standalone HTML report. For explicit standardized dashboards, additionally use `DASHBOARD_PACK.md` and `dashboard-builder`; do not make Markdown the final deliverable for substantive reusable artifacts. ## Non-Negotiables - Never invent numbers, quotes, guidance, definitions, accounting facts, or estimate timestamps. - Every reported number and every quote must carry a source tag. Analyst-derived numbers must show formula or assumption. - Source precedence: `10-Q/10-K` -> `8-K / Exhibit 99.1` -> `Earnings PR` -> `Deck / Prepared Remarks` -> `Transcript`. - Treat transcripts as narrative support, not the primary numeric source; cross-check transcript numbers against authoritative tables when possible. - For non-GAAP metrics, show the closest GAAP comparable and reconciliation source. - Keep GAAP/non-GAAP, reported/constant-currency, basic/diluted, percent/bps, and company-guided/analyst-derived distinctions explicit. - Run an EPS quality screen before interpreting EPS surprise. Show a full ex-gain / recurring EPS bridge when GAAP EPS is distorted by below-the-line, tax, mark-to-market, equity-investment, FX, restructuring, litigation, asset-sale, impairment, share-count, or other non-recurring items. - Use precise absence labels: `not guided`, `not disclosed`, `not provided`, `source not provided`, or `MISSING: <dependency>`. - Anchor falsifiers to the next real catalyst window. Do not invent arbitrary dates. - Do not edit workbooks, send messages, publish, or take external actions unless the user explicitly asks and approves. ## Inputs Minimum: - company or ticker; - fiscal quarter, period, or enough context to identify the latest reported quarter. Helpful: - earnings PR, SEC filing, deck/prepared remarks, transcript; - consensus or internal estimates with `AsOf`; - prior-quarter tear sheet, prior guide, or prior model; - driver registry, output registry, or model-update plan. If critical information is missing, ask up to 5 targeted questions only when the missing data blocks the core task. Otherwise proceed with available connected/public sources and label source limitations. ## Source Pack Use the evidence pack that supports the selected artifact without shrinking the user-facing analysis. - Full deep dive: release or filing, deck/prepared remarks, transcript, estimates, prior-quarter or prior-guide source where available. - Explicit summary or one-page tear sheet: release or 8-K, deck if available, estimate source, transcript only for 2-4 high-signal quotes. - Audit-ready model update: release or 8-K, deck, prior guidance, estimate set, and user-supplied or referenced model inputs. - Standalone quote/debate map: transcript plus release/deck for numeric cross-checks. If user artifacts are absent, prefer official IR and SEC materials, then reputable transcript/consensus providers, then clearly labeled web fallback. Freeze and disclose the estimate set `AsOf`; if unavailable, say `estimate timestamp not provided`. ## Default Output Contract Unless the user explicitly asks for a summary/one-pager/brief/quick read or a narrower artifact, default to a full deep dive in the selected presentation surface. Explicit full or reusable/source-heavy post-earnings reports default to polished standalone HTML under the skill's intake rule. Every full deep dive should include: - setup: ticker, quarter, event timing if known, artifacts used, estimate set as-of or limitation; - bottom line on whether the quarter changes the investment case; - beat/miss or guide-versus-bar analysis when estimates are available; - EPS quality screen, expanded into an ex-gain / recurring EPS bridge when headline EPS is materially distorted or the estimate basis is mismatched; - prior-versus-new guidance or narrative change when relevant; - 2 to 3 load-bearing drivers; - transcript quote/Q&A map, when transcript evidence is available, with questioner name, firm if available, answering executive, topic, source tag, why it matters, bull/bear implication, and next-check/falsifier; - debate map that separates bull case, bear case, what changed, and what would falsify each side; - model or thesis impact, including stock-reaction or valuation relevance when decision-useful; - watch list or falsifiers with measurable items where possible; - source limitations, open questions, and confidence notes. If the transcript is unavailable, include a concise visible evidence limitation labelled `transcript not provided` or `transcript source not found` and name the missing artifact. Do not create an empty Q&A table or shorten the rest of the report solely because the transcript is missing. Use a one-page tear sheet only when the user explicitly asks for a summary, one-pager, quick read, brief, or TL;DR. Use audit-ready model update mode only when the user supplies or references a model/workbook, driver registry, output registry, normalized CSVs, model-update inputs, or explicit data to update the model. A normal full deep dive may include model/thesis impact, but should not imply a deterministic model update happened without model inputs. For investor-facing prompts, include a compact decision box: - `Thesis change`: strengthened, weakened, unchanged, or mixed; - `Likely estimate revision`: revenue, EPS/margin, FCF, and timing; - `Stock / valuation skew`: upside/downside, multiple support, or risk premium; - `Next catalyst`: next earnings, guidance update, investor day, KPI event, or not found. ## Final QA Before finishing, verify: - every number and quote has a source tag; - estimate set `AsOf` is shown or explicitly unavailable; - EPS surprise has been screened for non-recurring, below-the-line, tax, mark-to-market, share-count, or estimate-basis distortion; - guidance period, midpoint, and GAAP/non-GAAP basis are clear; - unavailable values use precise labels, not avoidable `MISSING`; - company guidance is separate from analyst-derived assumptions; - surprise percentages are not computed against zero or near-zero estimates; - transcript points, when available, identify questioner name, firm if available, answering executive, speaker, and section; - a full deep dive includes substantiated transcript/Q&A evidence or a precise transcript-absence callout, plus a debate-map treatment; - falsifiers/watch-list items are tied to a real catalyst or reporting cadence; - output length matches the requested mode. ## PM Bottom Line Contract Every substantial post-print report should say whether the quarter changed the business thesis, stock thesis, estimate path, valuation support, or sizing. Include quality-of-beat/miss, revision bridge, next catalyst, source caveats, and action discipline.
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