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Item 3 · exemplar

Weak fit, sparse input

scenario weak_fit_sparse

Input

Riley Park
Freelance brand designer

Logo & identity systems for small biz. Available for 1-2 new clients/quarter. DM for portfolio.

Gold

Expected action
discard
Fit score
0.05
Industry
Creative services
Segment
Brand / identity design freelancer
Seniority
IC
Company size
1-10
Language
en
Notes
Sparse but unambiguous. Not a refuse case. Hook is not generated for discard outputs.

Predictions

Integratedpass

Action
discard ✓
Fit
0.03 (gold 0.05, |Δ| 0.02)
Industry
Professional services ✗
Segment
Solo freelancer – brand design ✗
Seniority
IC ✓
Company size
1-10 ✓
Grounding
3/3 claims grounded (100.0%)
Draft hook

Hi Riley – saw you focus on logo & identity systems for small biz. Not a fit for what we're building right now, but wanted to reach out anyway.

Claims (3)
  1. Riley Park is a freelance brand designer.
    ✓ in input Freelance brand designer
  2. Works on logo and identity systems for small businesses.
    ✓ in input Logo & identity systems for small biz
  3. Takes on only 1–2 new clients per quarter.
    ✓ in input Available for 1-2 new clients/quarter
Reasoning

Riley Park is a solo freelance designer — every ICP dimension scores 0. There is no company, no funding stage, no meaningful headcount (sole operator), no ARR approaching $2M, no B2B SaaS product, and no AI development activity. The role (IC brand designer) is entirely outside the target persona list. All claims are grounded, fit score is 0.03 (far below the 0.50 discard threshold), so the correct action is discard.

Chatmiss

  • classification miss: industry, segment, seniority
  • 1/3 claim source quote(s) not in input
Action
discard ✓
Fit
0.05 (gold 0.05, |Δ| 0.00)
Industry
Professional services ✗
Segment
Freelance ✗
Seniority
Founder ✗
Company size
1-10 ✓
Grounding
2/3 claims grounded (66.7%)
Claims (3)
  1. Solo operator taking on a handful of clients per quarter
    ✓ in input Available for 1-2 new clients/quarter
  2. Freelance brand designer doing logo and identity work for small businesses
    ✓ in input Logo & identity systems for small biz
  3. Not a decision-maker at a company and not in a relevant role for B2B SaaS products
    ✗ not in input (empty)
Reasoning

Riley Park is a solo freelance brand designer with no fit against the ICP. The lead misses on all critical dimensions: operates as a 1-person freelance practice (not a 20–250 person company), has no ARR in the B2B SaaS range, offers brand design services (not B2B SaaS/AI products), and holds no relevant decision-making role (individual contributor/self-employed, not VP/director level). No outreach hook can bridge these fundamental gaps. Discard and move on."