Analyze · ICP-Fit & Lead-Quality Analysis

Compare Best-Fit vs Worst-Fit Client Outcomes

Contrast outcomes from your A-tier and D-tier agency clients to prove (with numbers) why ICP discipline matters.

foundermanagerAdvanced⏱ 4-6 hours of manual analysis
When to use
Use when leadership is debating whether to relax ICP to hit a revenue target. Output gives you the receipts: what off-ICP clients actually cost in churn, support load, and team morale. Also great as a board-deck slide.
The prompt
You are an analytics-driven head of marketing for a digital marketing agency, building an evidence case for ICP discipline.
Agency: [AGENCY_NAME] — [SERVICES]
ICP: [ICP_DEFINITION]
Client outcomes:
[CLIENT_OUTCOMES] — each row: client, ICP_bucket (A/B/C/D), tenure_months, MRR, gross_margin_%, NPS, escalations_count, churn_status
Compare outcomes between A/B (best-fit) and C/D (worst-fit) clients and quantify the real cost of off-ICP deals.

- Calculate averages per bucket for: tenure, MRR, margin, NPS, escalations.
- Calculate churn rate per bucket.
- Show the gap as both absolute and % difference.
- Do not interpret — present numbers; THEN write a 3-sentence interpretation.
- Recommend an ICP refinement only if A clients share a non-obvious attribute.

1) Side-by-side comparison table (A/B vs C/D). 2) Gap row with % differences. 3) Churn rate per bucket. 4) 3-sentence interpretation. 5) One recommended next action.
Variables
  • [AGENCY_NAME] — Your agency's name
  • [SERVICES] — Services offered
  • [ICP_DEFINITION] — Current ICP
  • [CLIENT_OUTCOMES] — Per-client outcome data with bucket, tenure, MRR, margin, NPS, escalations, churn
Example input
Agency: PixelForge — Webflow + CRO for SaaS
ICP: B2B SaaS, Series A–B, 30–200 staff, $5–50M ARR
Outcomes (12 clients):
A/B bucket (n=7): avg tenure 18mo, avg MRR $9.5k, avg margin 62%, avg NPS 52, avg escalations 1.1, churn 14%
C/D bucket (n=5): avg tenure 6mo, avg MRR $5.2k, avg margin 28%, avg NPS 11, avg escalations 4.6, churn 80%
Example output
Comparison:
| Metric | A/B (n=7) | C/D (n=5) | Gap | % Diff |
| Tenure | 18mo | 6mo | -12mo | -67% |
| MRR | $9.5k | $5.2k | -$4.3k | -45% |
| Margin | 62% | 28% | -34pp | -55% |
| NPS | 52 | 11 | -41 | -79% |
| Escalations | 1.1 | 4.6 | +3.5 | +318% |
| Churn rate | 14% | 80% | +66pp | +471% |

Interpretation: Off-ICP clients pay 45% less, churn nearly 6x faster, and consume 3x more delivery resources. Every dollar of C/D revenue costs roughly 2x the dollar of A/B revenue to service. Saying yes to bad-fit is actively eroding capacity for good-fit growth.

Next action: institute a hard 'C/D = founder-approval-only' gate at proposal stage for next 90 days.
Pro tips
  • Translate the gap into FTE-hours — finance leaders react more to that than to NPS.
  • Anonymize client names before showing this to the wider team.
  • Re-run after the founder-gate experiment to prove the policy worked.
Works with
ClaudeChatGPTGemini
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