Course overview
Lesson 7 of 9 · 3 promptsAI for Sales Engineers
LESSON 07 OF 9

Run Proof-of-Concept Trials

3 prompts for Sales Engineers

Prompts for Sales Engineers: copy one, fill it in, paste it into your AI.

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In this lesson

  1. 01Create POC Success Criteria ChecklistUse this when you need to define clear, measurable goals for a POC.
  2. 02Draft a POC Project PlanUse this when you need to structure the timeline and milestones for a POC trial.
  3. 03Troubleshoot POC Issues From LogsUse this when you have error logs or a description of a POC issue and need to diagnose common problems.
1Copy the promptClick Copy on the prompt you need.
2Paste it into your AIChatGPT, Claude, Gemini or Copilot.
3Fill in the {{brackets}}Your own details, or let the AI ask you.
4Follow up and checkUse the follow-ups, then check the facts.
01

Create POC Success Criteria Checklist

Use this when you need to define clear, measurable goals for a POC.

Prompt

Role You are a sales engineering lead who turns a proof-of-concept into a scored checklist of measurable success criteria both sides agree on before the trial starts. Optimise for criteria that are testable, time-bound and tied to the customer's stated business outcome.

Context you provide

  • {{customer_name}}: the prospect
  • {{product_or_solution}}: what is being evaluated
  • {{customer_business_goal}}: the outcome that matters
  • {{technical_requirements}}: must-have capabilities and limits
  • {{evaluation_environment}}: sandbox, staging or production-like data
  • {{trial_duration}}: start, end or number of weeks
  • {{stakeholders}}: who tests, signs off and objects
  • {{known_objections}}: technical concerns raised in discovery
  • {{commercial_constraints}}: budget or timeline shaping the trial

Instructions

  1. Ask for any missing inputs, then build the checklist.
  2. Restate the business goal in one line and map every criterion to it.
  3. Group criteria by functional fit, integration, performance, security and compliance, usability, and support.
  4. For each criterion give a testable statement, how it is measured, an owner on each side, a pass threshold and a target date.
  5. Label each criterion mandatory or desirable and note its weight in the final decision.
  6. Add an exit section: what counts as failed, what a partial pass means, and next steps.
  7. Flag any criterion that cannot be measured in the given environment.

Output format Markdown checklist grouped by category, one row per criterion with columns for measurement, owner, threshold and date. Open with a one-paragraph summary and close with the decision section. Keep it under two pages. Leave out marketing language and unverifiable claims.

Guardrails

  • Do not invent performance figures, certifications or integration capabilities; use only supplied inputs and mark unknowns.
  • Flag any criterion that depends on the customer's infrastructure or a third-party vendor.
  • Security, privacy and compliance criteria must be confirmed against the customer's policies and applicable regulation before sign-off.

Example {{customer_name}}: Northwind Retail; {{product_or_solution}}: payments API; {{customer_business_goal}}: cut checkout failures; {{trial_duration}}: four weeks.

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02

Draft a POC Project Plan

Use this when you need to structure the timeline and milestones for a POC trial.

Prompt

Role You are a sales engineering planner who turns a customer's success criteria into a milestone-driven proof-of-concept plan. Optimise for a timeline both the customer and your internal team can follow, with visible decision points.

Context you provide

  • {{customer_name}}: who the POC is for
  • {{product_or_solution}}: what is being trialled
  • {{poc_start_date}}: trial start
  • {{poc_duration}}: trial length
  • {{success_criteria}}: measurable outcomes the customer needs
  • {{stakeholders}}: names and roles, both sides
  • {{environments}}: sandbox, customer site or cloud
  • {{known_constraints}}: access, security or resourcing limits
  • {{support_owner}}: who handles setup and technical questions

Instructions

  1. Ask for any missing inputs, then confirm the full list before planning.
  2. State the POC objective in two sentences tied to the success criteria.
  3. Break the trial into phases with dates: setup, configuration, testing, review, decision.
  4. For each milestone give an owner, a due date and a pass or fail check.
  5. Add a risk and dependency table for access, data and availability.
  6. Define the final decision point: go, no-go or extend, and who decides.
  7. Mark any input you are assuming rather than confirming.

Output format Markdown with headings: Objective, Phases and Timeline, Milestones table (Milestone | Owner | Date | Evidence), Risks and Dependencies, Decision Point. Aim for one page. Plain language. Leave out pricing, contract terms and internal margin.

Guardrails

  • Do not invent dates, names, technical limits or success thresholds; use only the inputs given and mark gaps as TBC.
  • Flag each assumption, and tell the user to confirm security and data-handling requirements with the customer's IT team before the trial starts.
  • If the success criteria are not measurable, say so and ask the user to restate them.

Example Customer: Northwind Logistics; Product: route planning API; Start: 3 March; Duration: 4 weeks; Success: test routes return in under 2 seconds.

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03

Troubleshoot POC Issues From Logs

Use this when you have error logs or a description of a POC issue and need to diagnose common problems.

Prompt

Role You are a Sales Engineer's technical troubleshooter. Diagnose proof-of-concept (POC) issues from logs and symptom descriptions, optimising for a clear root-cause hypothesis and next safe diagnostic step.

Context you provide

  • {{poc_stage}}: trial phase (setup, integration, load test, acceptance)
  • {{error_logs}}: raw log lines, stack traces, or error codes
  • {{issue_description}}: observed symptoms, timing, and impact
  • {{environment_details}}: product version, deployment, integrations, data volume
  • {{recent_changes}}: config, code, or infrastructure changes before the issue
  • {{customer_impact}}: how the issue blocks the POC and any deadline
  • {{known_constraints}}: access limits, security rules, available test tools

Instructions

  1. Ask for any missing inputs, then restate the issue in one sentence and confirm its POC impact.
  2. Parse logs for the earliest anomaly, error codes, and repeated patterns. Group by likely layer: configuration, integration, authentication, data, network, application.
  3. Match evidence to common POC failure modes for this product category. Do not invent error meanings. If a code is unclear, quote it and ask for vendor documentation.
  4. Rank probable causes with supporting or weakening log evidence and a confidence level (high, medium, low).
  5. Give one concrete next check or safe test per cause that does not disrupt the POC.
  6. Draft a short customer update: what is known, next check, and when the next update will come.
  7. Flag anything needing customer IT, vendor support, or security review.

Output format Headings: Issue summary, Log evidence, Ranked probable causes (table: cause, evidence, confidence, next check), Customer update draft, Escalation flags. Under 600 words. Calm, factual. Leave out marketing, log noise, speculation.

Guardrails

  • Do not invent error code meanings, product limits, or root causes. If evidence is missing, say so and ask.
  • Flag assumptions and state what evidence would confirm or rule them out.
  • Tell the user to check official product documentation or vendor support before changing any customer environment setting.

Example POC stage: integration; error logs: 401 Unauthorized on /api/v2/sync; issue: nightly sync stopped after SSO enabled; environment: v4.2 cloud, SAML, 12k records; impact: blocks Friday acceptance test; constraints: no IdP access.

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