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Pipeline run

eb148c31-1c63-47e3-a440-e4feeb26a912

Pipeline LLM cost (USD)

API 1: $0.0000 API 2: $0.0000 API 3: $0.0000 Total: $0.0000

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

SPARSE JD

Nature of work

—

no_db_connection

Tech stack maturity

Mainstream Modern

AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)

0.00 / 5

· Title match

· Has AI skill

· AI skill (primary)

· AI skill (secondary)

· On AI team

· Builds AI products

vocab breakdown (legacy)

Assistants (×1): —

Frameworks (×2): —

Models / concepts (×3): —

Evidence — skills matched in JD (0)

No skills extracted

Skill cluster (0 dimension groups, role-scoped)

No dimension groups computed for this JD.

Status: completed Created: 2026-05-24T11:13:37.492591Z Updated: 2026-05-24T11:13:37.557732Z API 3 duration: 25 ms

Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

ROLE : Product Manager

slug: — · id: — · source: llm

JD body too sparse: 77 words, 1 tech-marker hits — needs more detail (>=80 words or >=2 tech markers) for confident classification

Resolution: human_review_required — role not in DB; role↔dimension links may be deferred.

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

ROLE : Product Manager

• Four-year degree or equivalent experience. 
• 6+ years of hands-on Product Management experience or equivalent domain experience
• Proven success in building and scaling marketplaces, platforms, or complex multi-sided ecosystem
• Deep understanding of marketplace economics, seller ecosystems, and buyer behavior.
• Strong technical aptitude, experience working closely with business, engineering and data science and cross functional enterprise teams.
• Exceptional leadership, communication, and stakeholder management skills.
• Ability to think strategically while driving operational excellence.

Library artifacts (this run)

No artifact rows for this run.

API 1 — extract-from-jd click to toggle

{
  "final_skills": [],
  "jd_role": {
    "display_name": "ROLE : Product Manager",
    "rationale": "JD body too sparse: 77 words, 1 tech-marker hits \u2014 needs more detail (\u003e=80 words or \u003e=2 tech markers) for confident classification",
    "role_aliases": [],
    "role_archetype": "Other",
    "slug": ""
  },
  "nano_parsed": null,
  "rejected": true,
  "rejection_reason": "Sparse JD: JD body too sparse: 77 words, 1 tech-marker hits \u2014 needs more detail (\u003e=80 words or \u003e=2 tech markers) for confident classification",
  "run_id": null,
  "stage3_signals": null,
  "stage4_decision": null,
  "stage5_updates": null
}

API 2 — extract-details

{
  "alias_matches": [],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "ROLE : Product Manager",
    "id": null,
    "rationale": "JD body too sparse: 77 words, 1 tech-marker hits \u2014 needs more detail (\u003e=80 words or \u003e=2 tech markers) for confident classification",
    "role_archetype": "Other",
    "slug": "",
    "source": "llm"
  },
  "dimensions": [],
  "input_final_skills": [],
  "input_llm_skills": [],
  "new_aliases_persisted": 0,
  "run_id": "eb148c31-1c63-47e3-a440-e4feeb26a912",
  "skills_detail": [],
  "unmatched_skills": []
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "ROLE : Product Manager",
    "id": null,
    "rationale": "JD body too sparse: 77 words, 1 tech-marker hits \u2014 needs more detail (\u003e=80 words or \u003e=2 tech markers) for confident classification",
    "role_archetype": "Other",
    "slug": "",
    "source": "llm"
  },
  "chosen_role_resolution": "human_review_required",
  "final_input_skills": [],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "eb148c31-1c63-47e3-a440-e4feeb26a912"
}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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