AutoGPT

Turn receipts and transaction exports into a sourced expense review table without guessing at unclear items or tax treatment.

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Use when the user needs the right people inside a named account: who decides, who influences, and how to reach each one.

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Triage an intermittent test from run history, environment, and failure pattern before naming a cause.

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Use when a fraud alert fires, a payment looks stolen, an account looks taken over, or a chargeback notice lands: verify, hold-or-clear, and defend with evidence.

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Prepare a diligence data-room index with ownership, freshness, access level, conflicts, and counsel review gates.

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Review a fundraising pipeline for stage age, evidence, next action, ownership, and stale or unsupported status.

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Measure funnel conversion with explicit eligibility, event order, windows, identity rules, drop-off checks, and segment evidence.

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Create a go-to-market strategy covering marketing channels, messaging, success metrics, and launch timeline. Use when planning a product launch, creating a GTM plan from scratch, or defining a launch strategy for a new market.

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Use when a global systems integrator or consulting alliance needs governance above deal cadence: operating model, practice plan, co-innovation, sponsors.

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Use when the user asks how GTM is doing, hands over funnel or pipeline numbers, or wants KPIs and targets defined: the scorecard with movers, causes, and the forecast read.

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Use when a prospect writes back and the user needs the triage and the next draft.

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Write a help article from repeat tickets, using only confirmed steps and the customer's own words.

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Use when an interview loop has ended and the scorecards need pulling together, the debrief needs an agenda, or the outcome needs recording.

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Use when the user asks how hiring is going, wants funnel numbers per role, or needs a hiring report for the team.

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Define who the product is for and why they would pick it, so every later piece of marketing has something to be measured against.

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Use when the user asks who to sell to, names a segment, or hands over customer lists, win-loss notes, or pipeline data: the ICP memo with segments, priorities, and anti-signals.

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Sort mail into needs-you, draftable, read-later, and no-action, with one line of why.

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Use when a large deal needs procurement, legal, security, and pricing orchestration: mutual close plans, deal-desk runs, and signature.

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Read survey results at group level with response rates, themes, and a minimum group size.

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Use when the user needs an ideal partner profile: who to recruit, in what tiers, what good looks like, and who to say no to.

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Build an auditable customer health score while keeping observed signals, judgement, and missing data separate.

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When the user wants to conduct, analyze, or synthesize customer research. Use when the user mentions "customer research," "ICP research," "talk to customers," "analyze transcripts," "customer interviews," "survey analysis," "support ticket analysis," "voice of customer," "VOC," "build personas," "customer personas," "jobs to be done," "JTBD," "what do customers say," "what are customers struggling with," "Reddit mining," "G2 reviews," "review mining," "digital watering holes," "community research," "forum research," "competitor reviews," "customer sentiment," "PMF survey," "product/market fit survey," "customer interview questions," "interview outreach," "Sales Safari," or "find out why customers churn/convert/buy." Use for analyzing existing research assets, mining online sources, AND running primary research (interviews and surveys). For writing copy informed by research, see copywriting. For acting on research to improve pages, see cro.

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Set up communications work from facts, spokespeople, approved messages, approval owners, and off-limits topics.

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When the user wants to research, profile, or analyze competitors from their URLs. Also use when the user mentions 'competitor profile,' 'competitor research,' 'competitor analysis,' 'profile this competitor,' 'analyze competitor,' 'competitive intelligence,' 'competitor deep dive,' 'who are my competitors,' 'competitor landscape,' 'competitor dossier,' 'competitive audit,' or 'research these competitors.' Input is a list of competitor URLs. Output is structured competitor profile markdown files. For creating comparison/alternative pages from profiles, see competitors. For sales-specific battle cards, see sales-enablement.

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