+ Clearly separates verification status with URLs.
- Some verification claims and trends lack support.
Task: Customer Data Web Research & Lead Generation Objective: Act as a senior business intelligence analyst.
| Category | Office work › Sales |
|---|---|
| Tags | AnalyzingReviewingMarketer |
Task: Customer Data Web Research & Lead Generation Objective: Act as a senior business intelligence analyst. Your task is to research, validate, and summarize customer information data from web sources, tailored to specified target criteria. Research Parameters Target Industry: [e.g., SaaS, Manufacturing] Company Size: [e.g., 50-200 employees] Geography: [e.g., North America] Key Contacts/Decision Makers: [e.g., CTO, VP of Sales] Guidelines & Constraints Persona: Act as a thorough research analyst. Focus on accurate, verifiable contact and firmographic data. Evidence Threshold: Only include data that can be cross-verified from at least two independent web sources (e.g., LinkedIn profile + corporate website). If information cannot be verified, flag as unconfirmed. Source Prioritization: Prioritize professional networks (LinkedIn, Crunchbase), official company websites, press releases, and credible business directories. Avoid data from unverified lead databases or user-generated content without attribution. Exclusion Criteria: Do not suggest generic search tips. Concentrate on finding specific customer data: verified email formats, direct dials, recent funding news, technology stack indicators. Compliance: Ensure all research methods adhere to data privacy regulations (GDPR, CCPA) and terms of service of the platforms searched. Do not scrape or use personal data unethically. Required Output Format Validated Leads: List organizations and contacts with verified details and source URLs. Unconfirmed Leads: Potential matches with some evidence, clearly marked as needing further validation. Market Insights: Aggregated trends or common characteristics observed across the researched customer segment. Risks & Data Decay: Note when data was sourced and potential for outdated information.
This business intelligence prompt structures customer research and lead generation. It requires privacy and terms-of-service compliance and prohibits unethical use of personal data.
ChatGPT best balances specificity, sourcing, and uncertainty. Gemini is detailed but unreliable; Claude is candid but does not complete the research task.
+ Clearly separates verification status with URLs.
- Some verification claims and trends lack support.
+ Honestly flags limits and avoids guessed contacts.
- Offers speculation and generic methods, not research.
+ Provides richly structured company-level details.
- Many likely invented details use generic URLs.
| Criterion | ChatGPT | Claude | Gemini | Leader |
|---|---|---|---|---|
| Instruction following | 9 | 5 | 6 | ChatGPT +50% |
| Accuracy | 8 | 6 | 3 | ChatGPT +33% |
| Specificity | 9 | 5 | 8 | ChatGPT +13% |
| Structure | 9 | 8 | 7 | ChatGPT +13% |
| Right length | 8 | 7 | 4 | ChatGPT +14% |
Scored 1–10 by gpt-5.6-sol with model names hidden (2026-09-24). This is an AI review, not a measurement.
We gave three models the same input and copied their answers unedited. Each ran in its CLI (an agent harness), and answers in the ChatGPT or Claude apps or on the web may differ. Outputs are in Korean.
[Pasted material] Target Industry: 헬스케어 SaaS (전자의무기록 EMR/EHR 솔루션) Company Size: 50-200명 Geography: 대한민국 서울/경기 지역 Key Contacts/Decision Makers: CTO, VP of Engineering, 운영총괄(COO)
조사 기준일: 2026-09-24
엄격한 교차검증 결과, 조건(서울·경기, 헬스케어 SaaS/EMR, 50–200명)을 명확히 충족하는 기업은 1곳, 근접 후보 2곳이 확인되었습니다. 개인 이메일·직통번호는 공개적으로 검증되지 않아 포함하지 않았습니다.
오름차트, 개인건강관리 서비스 클레판정: 회사·위치·직원 수·EMR SaaS 제품은 2개 이상 출처로 확인됨. 다만 CTO/COO 개인 식별정보와 이메일은 미확인.
트루닥판정: 제품·서울 소재는 검증되지만, 직원 수가 출처마다 다르고 일부 자료상 50명 미만이므로 목표 규모에는 근접 후보로 분류합니다.
판정: EMR/EHR 적합성은 높지만 회사 규모와 지리 조건이 맞지 않아 보조 후보입니다.
firstname@company.com 등의 형식을 추정해 생성하지 않았습니다.| Write a first-contact email | |
| Write a follow-up to someone who went quiet | |
| Work out what an objection actually is | |
| Prepare the pricing conversation | |
| Advanced Account Research |