The wrong client costs you more than an empty calendar slot. They stall, they resist the work, they churn, and then they tell people the program didn’t work. Most of that is avoidable at intake, but “trusting your gut” on a discovery call is hard to do consistently when you’re also trying to be liked and to fill the program.
This client coachability assessment turns a prospect’s own intake answers into an honest, evidence-based read on whether to enroll them. You paste in what they said, and the AI scores their motivation, readiness, coachability, fit, and risk, then gives you a clear Green / Yellow / Red recommendation. By the end of this page you’ll also understand why the prompt produces a useful answer instead of flattery, so you can adapt it to any offer.
When to use this
- After a discovery call, before you send a proposal or contract.
- When an application or intake form comes in and you want a structured second opinion.
- When your gut says “maybe” and you want to see the evidence laid out.
- When you keep enrolling clients who later stall, and you want to catch the pattern earlier.
- When you’re training an assistant or associate coach to screen leads the way you would.
The prompt
Copy this whole block into ChatGPT, Claude, or Gemini:
You are an experienced coaching intake specialist who screens prospects for readiness, coachability, and fit before they are offered a spot. Your job is to protect both the coach's time and the client's outcome by giving an honest, evidence-based assessment.
Before you assess, ask me up to 3 clarifying questions if anything below is unclear or missing. Otherwise, proceed.
CONTEXT
- What I coach: {{COACHING_TYPE}}
- The program I'm screening for: {{PROGRAM}}
- Who thrives in my program (ideal client): {{IDEAL_CLIENT}}
- Who I will NOT enroll (dealbreakers): {{DEALBREAKERS}}
- The prospect's own words from intake or discovery call:
{{PROSPECT_RESPONSES}}
TASK
Assess this prospect across five dimensions, scoring each 1-5 (1 = major concern, 5 = strong):
1. Motivation - is the goal theirs, urgent, and specific?
2. Readiness to act - time, money, and life capacity to do the work now.
3. Coachability - openness to feedback, ownership vs. blame, follow-through signals.
4. Fit with my program - does what they need match what I actually offer?
5. Risk / dealbreakers - any flags against my stated dealbreakers.
For every score, quote or paraphrase the specific evidence from the prospect's words. Do not infer traits with no supporting evidence.
CONSTRAINTS
- Base every judgment only on the prospect's words and my context. If evidence is missing for a dimension, score it 'Unknown' and say what to ask, rather than guessing.
- Be honest, not flattering. A prospect I shouldn't enroll is more valuable to flag than to sell.
- No therapy or clinical language; you are screening for coaching fit, not diagnosing.
OUTPUT FORMAT
1. Snapshot: one-line read on this prospect.
2. Scorecard: a table with each dimension, its 1-5 score (or Unknown), and the one-line evidence.
3. Total readiness: average score and a band - Green (enroll), Yellow (proceed with conditions), or Red (do not enroll now).
4. Top 2 risks to address before or during onboarding.
5. Recommendation: Enroll / Enroll with conditions / Redirect or pass - with one sentence of reasoning.
6. 3 questions I should ask on the next call to close the biggest evidence gaps.
How to customize it
Replace the five {{VARIABLES}} before you send it:
| Variable | What to put | Example |
|---|---|---|
{{COACHING_TYPE}} |
What you actually coach | executive coaching for newly promoted directors |
{{PROGRAM}} |
The specific offer you’re screening for, including length and price | a 6-month 1:1 leadership program, weekly calls, $9,000 |
{{IDEAL_CLIENT}} |
The traits of clients who get results with you | directors who own a clear goal, have decision authority, can protect 3 hours a week |
{{DEALBREAKERS}} |
Who you refuse to enroll, and why | people seeking therapy, no real authority to change anything, expecting me to do the work for them |
{{PROSPECT_RESPONSES}} |
The prospect’s intake answers or call notes, pasted verbatim | (their actual words – see the example below) |
The {{DEALBREAKERS}} field is the one most coaches leave too soft. The sharper it is, the more useful the Red flags become.
See it in action (full example)
Here is the exact prompt, filled in for an executive coach screening a real discovery-call transcript. This is the whole input, nothing hidden:
You are an experienced coaching intake specialist who screens prospects for readiness, coachability, and fit before they are offered a spot. Your job is to protect both the coach's time and the client's outcome by giving an honest, evidence-based assessment.
Before you assess, ask me up to 3 clarifying questions if anything below is unclear or missing. Otherwise, proceed.
CONTEXT
- What I coach: executive coaching for newly promoted directors
- The program I'm screening for: a 6-month 1:1 leadership program, weekly 60-min calls, $9,000
- Who thrives in my program (ideal client): directors who own a clear goal, have real decision authority, and can protect 3 hours a week for the work
- Who I will NOT enroll (dealbreakers): people seeking therapy, people with no authority to change anything, or people expecting me to do the work for them
- The prospect's own words from intake or discovery call:
"I got promoted to Director of Ops four months ago and honestly I'm drowning. My team of 11 doesn't respect me yet - I used to be their peer. My VP keeps telling me to 'be more strategic' but won't say what that means. I want to feel confident leading meetings and stop second-guessing every decision. I can do Tuesday or Thursday mornings. Budget is approved by my company up to $10k for development. I've never had a coach but my mentor swears by hers. I know I avoid the hard conversations - that's probably my biggest gap and I'm ready to be called on it. The only thing I'm nervous about is finding the time, but I'll make it work."
TASK
Assess this prospect across five dimensions, scoring each 1-5 (1 = major concern, 5 = strong):
1. Motivation - is the goal theirs, urgent, and specific?
2. Readiness to act - time, money, and life capacity to do the work now.
3. Coachability - openness to feedback, ownership vs. blame, follow-through signals.
4. Fit with my program - does what they need match what I actually offer?
5. Risk / dealbreakers - any flags against my stated dealbreakers.
For every score, quote or paraphrase the specific evidence from the prospect's words. Do not infer traits with no supporting evidence.
CONSTRAINTS
- Base every judgment only on the prospect's words and my context. If evidence is missing for a dimension, score it 'Unknown' and say what to ask, rather than guessing.
- Be honest, not flattering. A prospect I shouldn't enroll is more valuable to flag than to sell.
- No therapy or clinical language; you are screening for coaching fit, not diagnosing.
OUTPUT FORMAT
1. Snapshot: one-line read on this prospect.
2. Scorecard: a table with each dimension, its 1-5 score (or Unknown), and the one-line evidence.
3. Total readiness: average score and a band - Green (enroll), Yellow (proceed with conditions), or Red (do not enroll now).
4. Top 2 risks to address before or during onboarding.
5. Recommendation: Enroll / Enroll with conditions / Redirect or pass - with one sentence of reasoning.
6. 3 questions I should ask on the next call to close the biggest evidence gaps.
And here is the complete output the model returns:
1. Snapshot A motivated, self-aware new director with budget and authority – a strong fit whose only real question mark is protecting the time.
2. Scorecard
Dimension Score Evidence Motivation 5 Goal is hers and specific: “feel confident leading meetings and stop second-guessing every decision,” with clear urgency (“four months ago and honestly I’m drowning”). Readiness to act 4 Time named (“Tuesday or Thursday mornings”) and money handled (“approved by my company up to $10k”); she flags time as her one worry, so capacity isn’t fully proven. Coachability 5 Strong ownership and openness: “I know I avoid the hard conversations… I’m ready to be called on it.” Names her own gap rather than blaming others. Fit with my program 5 New director needing leadership presence and strategic clarity – exactly the population the 6-month 1:1 program serves. Risk / dealbreakers 5 No dealbreakers hit: she has real authority (Director of Ops, team of 11), seeks coaching not therapy, and expects to do the work (“I’ll make it work”). 3. Total readiness Average: 4.8 / 5 – Green (enroll).
4. Top 2 risks to address before or during onboarding 1. Time protection: she’s enthusiastic but admits time is her nervous point. Lock the weekly slot and agree on what she’ll stop doing to make room before week one. 2. Vague boss expectations: her VP’s “be more strategic” is undefined, which could become a moving target for success. Define what “strategic” means to the VP early so progress is measurable.
5. Recommendation Enroll. She is motivated, coachable, funded, and squarely your ideal client; the only work is converting her time intention into a protected commitment.
6. 3 questions for the next call 1. “Walk me through a normal week – where would the 3 hours for this work actually come from?” 2. “If you asked your VP today, what specifically would ‘more strategic’ look like in 6 months?” 3. “What does success look like to you by month three, in a way we’d both recognize?”
That is a decision you can act on in two minutes: enroll her, send the agreement, and walk into the next call with three questions that close the gaps.
Why this works
Four LLM principles are doing the work here. Learn them and your prompts get sharper across the board:
- Role priming. “You are an experienced coaching intake specialist” pulls the model toward the careful, screening-minded slice of its knowledge instead of the default cheerleader voice. The added job description – “protect both the coach’s time and the client’s outcome” – tells it whose side to be on, which is why it’s willing to flag a bad fit instead of selling.
- Evidence binding. The instruction “quote or paraphrase the specific evidence” and “do not infer traits with no supporting evidence” forces the model to tie every score to the prospect’s actual words. This is the single biggest defense against AI confidently inventing a positive read. No evidence, no points.
- Constraints as quality control. The “score it Unknown rather than guessing” rule and the “be honest, not flattering” rule each remove a specific failure mode – hallucinated certainty and people-pleasing. Telling the model what not to do, and giving it an explicit escape hatch (Unknown), produces a more trustworthy answer than asking for a verdict alone.
- Clarifying questions before judgment. The “ask up to 3 clarifying questions first” line lets the model surface missing context – your real dealbreakers, the prospect’s budget reality – instead of guessing. Combined with a fixed output format (snapshot, scorecard, band, risks, recommendation, next questions), you get the same structured read every time, which is what makes it usable across dozens of prospects.
Do this now
- Copy the prompt above into ChatGPT or Claude.
- Fill in your coaching type, program, ideal client, and – most importantly – sharp dealbreakers.
- Paste a real prospect’s discovery-call notes or intake answers into
{{PROSPECT_RESPONSES}}. - Run it. Read the scorecard, then ask the three follow-up questions it gives you on your next call before you decide.
Pro tips
- Paste their words, not your summary. The assessment is only as honest as its input. Verbatim quotes beat your already-biased recap of the call.
- Tighten your dealbreakers over time. Every client who stalled or churned teaches you a new red flag. Add it to
{{DEALBREAKERS}}and the screen gets smarter. - Trust the Yellow band most. Green and Red are easy. The real value is a Yellow with named conditions – it tells you exactly what to resolve before you say yes.
- Run it on your best past client. Feed in the intake answers of someone who got a great result. The pattern it surfaces becomes a clearer definition of your ideal client.
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