Cited Sales Account Brief

• **Fuzzy AI** covers research, LinkedIn/email personalization, sequences, replies, brand content, and automation with a mature price and revenue loop. This product cannot be “cheaper Fuzzy.”
• **Clay** combines 150+ data providers, enrichment waterfalls, Claygent, signals, and campaign integrations. A small entrant cannot compete on data coverage or orchestration.
• **Emiko** directly offers a 60-second account brief, key signals, decision-makers, and an opening angle, with five free briefs. It already owns the fast pre-call brief story.
• **Neebify / Lavender / Apollo / other outbound platforms** provide message quality scores, missing-field checks, CTA and tone review, personalization, and sending workflows. A generic email scorer is not an open market position.
• **ChatGPT / Perplexity / manual search** are nearly free for occasional users and constitute the strongest substitute. A paid product must reliably save 20–30 minutes and reduce the risk of presenting guesses as facts.
• The defensible entry wedge is narrow: serve high-ticket, low-volume technical agencies and consultants; do not sell contact data, scrape authenticated LinkedIn pages, or send messages; bind every fact to a source and date; distinguish unknowns and inferences; and check proposed claims against the user’s own proof points and prohibited-claim list. This is evidence-first sales preparation, not more AI copy.
• SERP occupancy: accessible search results already expose Emiko, Clay, Fuzzy, and many sales research/personalization products. A US-English Google Top 3/Top 10, AI Overview, PAA, and ads check has not been completed and is required before launch.

MVP Checklist

1. 1.Define fact/hypothesis/source schemas, scope, SSRF defenses, and ten acceptance fixtures.
2. 2.Complete the real company URL → Tavily search → constrained extraction → OpenAI strict JSON → citation mapping loop.
3. 3.Build Workspace, Results, Evidence drawer, coverage/freshness/conflict states, and Markdown export.
4. 4.Add the offer/ICP/proof profile, editing and approval, fallbacks, caching, rate limits, and cost ceilings.
5. 5.Complete Home, Methodology, Pricing/Pilot, About, FAQ, Privacy, and a complete anonymized sample.
6. 6.Add the Payment Link/priced lead form and minimum funnel events; run functional, security, citation, and mobile checks across the ten fixtures.
7. 7.Send personalized samples to 50 agencies/consultants and manually fulfill the first pilots. Build PDF, CSV batches, or a team proof library only after passing payment and accuracy thresholds.