I’m looking for an experienced AI prompt engineer to help create a highly accurate prompt (or series of linked prompts) that classifies which industries a company serves based solely on its website and LinkedIn content. The output must be extremely reliable — this prompt will be used in a production setting and accuracy is essential.
The goal is to build a system that, when given a company name and website, can determine whether the organization serves one or more of the following markets:
• K–12 Education
• Higher Education (colleges and universities)
• Corporate Learning / Workforce Development
• Other / Not Education (should specify the industry)
Some companies serve multiple industries, and the prompt must be able to output all relevant markets.
What I Need Built:
• A single prompt or structured prompt chain that instructs the model to scan a company’s website (and optionally LinkedIn) for explicit evidence of the industries it serves.
• A clear set of classification rules that prevents false positives — especially around ambiguous terms like “students,” “learning,” or “education” that do not necessarily imply K–12 or higher ed.
• Strong logic that keeps the model from inferring or guessing. The AI should rely only on explicit evidence.
• The ability for the prompt to stop scanning once it finds qualifying evidence for an industry.
• A fallback process where, if the model finds no evidence of serving K–12, Higher Ed, or Corporate Learning, it returns the correct alternative industry (healthcare, finance, nonprofit, etc.).
• Explicit disqualification of membership organizations, networking councils, associations, chambers, community groups, etc., unless they clearly sell products or services to education institutions.
Required Output Format:
The AI should return:
• One or more industries served: K–12, Higher Education, Corporate Learning, or Other (with industry name).
• A short explanation describing where it found the evidence.
• The exact page URL where the evidence was located.
• If no evidence is found: “Other – Industry Not Education,” with reasoning.
Ideal Skills:
• Proven experience designing prompts for GPT-4/4.1, and Claygent
• Experience with LLM reasoning optimization and pattern-based classification
• Understanding of website structure, industry language, and customer-segment cues
• Ability to write prompts that enforce strict logic and avoid hallucinations
• Optional bonus: experience designing prompt chains or multi-step evaluation flows
About This Project:
I’m building a lead-qualification workflow that depends heavily on the AI’s ability to accurately identify whether a company sells into the K–12, Higher Education, or Corporate Learning markets. Getting this right is mission-critical. I’m looking for someone who can help engineer a solution that’s accurate, repeatable, and stable across thousands of evaluations.
If you can deliver a prompt or prompt system that consistently produces correct classifications, I’d love to work with you.
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