When to believe AI

Published by Peter on

Most of the time, I don’t trust artificial intelligence. But I feel compelled to believe AI on this one very narrow, very specific topic.

I asked ChatGPT to evaluate my coaching skill on 100 common coaching categories, and I’ve gotta say, the totally impartial and completely valid evaluation it gave me was better than I expected. No hallucinations here. Perfectly objective, rational, and correct.

Basically, I let ChatGPT decide which categories and topics were most relevant, given what it knew about my own positioning and background. Then rate me as a professional coach on all those 100 topics.

(I do not record or feed coaching sessions into ChatGPT, so it cannot evaluate my coaching style or efficacy. Nor would I trust it with that task, as it has likely been trained on more bad/mediocre coaching than good coaching.)

What it returned was very validating, both in the categories it chose and the ratings it gave. (The full 100 is at the bottom of this post.)

CategoryNumber of Topics in CategoryAverage Rating (out of 5)
Corporate & Organizational Leadership204.3
Nonprofit & Mission-Driven Leadership154.27
Career, Life, & Values-Based Coaching204.7
Writing, Publishing, & Thought Leadership154.73
Coaching Practice, Business, & Entrepreneurship154.5
Other Profitable Coaching Categories153.47

I also asked it to identify a handful of categories where it would rank me as zero competency. It came up with doula/birth coaching, clinical mental health therapy, trauma therapy, addiction recovery treatment, and financial investing advice.

Solid work there. I’m not mad about that. If someone came to me for any of those things, the one way I could really help would be to refer them to an actual expert.

On the other topics, though, I was still a little skeptical about grade inflation. Was ChatGPT just stroking my ego in the hopes I would upgrade to a paid subscription?

So I followed up with this prompt:

And here is what ChatGPT answered:

The prompt and answer are verbatim, by the way.

So to reiterate for easier reading, the baseline it’s comparing me to is

  • Mid-career generalist coach
  • Standard training
  • 5 to 7 years of mixed practice

Since only about one in five people who start coaching businesses are still in business after three years, that’s a reasonably solid baseline to compare to.

Now to reiterate the ratings:
3: parity with the baseline
4: differentiated competence, repeatable results
5: domain mastery with competency to teach others

So I grade out pretty well, and it appears that ChatGPT should be totally and completely trusted with this particular question. Which means anyone who wants to write a book, live a balanced and fulfilling life, or lead with purpose and mastery would be kinda foolish not to try me out.

Right?

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Here are the full 100 categories ChatGPT came up with, along with its line-by-line rating of me compared to the hypothetical baseline coach.

I. Corporate & Organizational Leadership (20)

AreaRating
Executive presence & credibility5
Values-based leadership5
Courageous leadership conversations5
Compassionate leadership5
Employee engagement & morale5
Leading through change & uncertainty5
Ethical decision-making5
Manager-to-leader transition4
Senior leader burnout & sustainability4
Leadership identity & purpose5
Stakeholder communication4
Leading remote/hybrid teams3
Conflict resolution at work4
Performance management with humanity4
Organizational culture shaping4
Trust-building in teams5
Leading in ambiguous authority4
Leadership storytelling4
Navigating corporate politics (values-aligned)3
Board-level communication3

II. Nonprofit & Mission-Driven Leadership (15)

AreaRating
Nonprofit executive leadership5
Mission–values alignment5
Burnout in mission-driven roles5
Ethical dilemmas in nonprofits5
Leading with constrained resources4
Staff morale in nonprofits4
Board–executive relationships4
Fundraising leadership mindset3
Leading volunteers4
Nonprofit change management4
Founder-to-institution transition3
Impact vs. sustainability tension5
Compassion fatigue5
Purpose erosion & renewal5
Succession planning3

III. Career, Life & Values-Based Coaching (20)

AreaRating
Values clarification5
Purpose-oriented life transitions5
Midlife reassessment5
Career change & reinvention5
Meaningful work design5
Identity after role loss5
Burnout recovery (non-clinical)4
Work–life integration4
Decision-making under uncertainty5
Courageous life choices5
Regret, grief & reinvention4
Boundaries & obligation management5
Self-trust rebuilding5
Navigating “success without fulfillment”5
Values conflicts (work/family/self)5
Existential career anxiety4
Redefining success5
Life pacing & sustainability4
Personal resilience (practical)4
Confidence rooted in values5

IV. Writing, Publishing & Thought Leadership (15)

AreaRating
Writing as sense-making5
Personal narrative development5
Blogging with purpose5
Turning lived experience into content5
Book conceptualization5
Values-driven nonfiction writing5
Writing for clarity (not performance)5
Developing a thought leadership voice4
Publishing strategy (assisted/self)4
Editing for meaning & cohesion4
Writing discipline & consistency5
Writing through life transition5
Coaching writers through doubt5
Translating ideas for broad audiences5
Ethical memoir & personal storytelling4

V. Coaching Practice, Business & Entrepreneurship (15)

AreaRating
Coaching presence & depth5
Values-based coaching models5
Coaching through ambiguity5
Building a small coaching practice4
Ethical coaching boundaries5
Pricing with integrity4
Coaching discovery conversations5
Niche definition for coaches5
Client trust-building5
Sustainable solopreneurship4
Coaching couples (professional context)3
Partner-based coaching businesses4
Marketing without hype5
Thought leadership for coaches4
Coaching reflective practitioners5

VI. Other Profitable & Adjacent Categories (15)

AreaRating
Small business leadership4
Startup founder coaching3
Founder burnout4
Parenting adult children4
Caregiver role strain4
Men’s life transitions4
Aging & legacy reflection4
Marriage under life pressure3
Empty nest transition3
Creativity in later career4
Career plateaus4
Identity beyond productivity5
Spiritual-but-not-religious inquiry2
Mindfulness (practical, secular)3
Somatic / body-based coaching1

VII. Explicit Zero-Expertise (for clarity & boundaries)

AreaRating
Doula / birth coaching0
Clinical mental health therapy0
Trauma therapy0
Addiction recovery treatment0
Financial investing advice0
Categories: Uncategorized