Pipeline run

a8f4db61-c008-410c-be97-e16925fa3b23

Pipeline LLM cost (USD)

API 1: $0.0071 API 2: $0.0000 API 3: $0.0000 Total: $0.0071

Client output enrichment

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

SPARSE JD sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd

Nature of work · Project management

Lead projects from planning through closure, translating client requirements into delivery plans, coordinating technical teams, tracking risks/timelines, and keeping stakeholders updated while ensuring QA and technical support.

"Lead and manage end-to-end project lifecycle, including planning, execution, monitoring, and closure."

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.

Show KRA description ↓

• Lead and manage end-to-end project lifecycle, including planning, execution, monitoring, and closure. • Collaborate with clients and internal teams to gather requirements and develop comprehensive project plans. • Coordinate with technical teams to design, develop, and implement solutions that align with client needs and organizational standards. • Monitor project progress, identify risks, and implement mitigation strategies to ensure timely delivery. • Maintain clear and consistent communication with stakeholders regarding project status, challenges, and milestones. • Ensure quality assurance processes are followed to deliver high-quality solutions. • Provide technical guidance and support to team members and clients as needed. • Stay updated with industry trends and emerging technologies to continuously improve project delivery and organizational capabilities.

Signals

Skill —

—

Alias —

—

KRA engineering-manager

0.55

Post-classification

Centroidupdated · n=6

Alias collision log—

New-role queue—

New skills captured0

New KRA capturedyes

Captured for admin review

R&R fragment (sim 0.00) ↔ Project Manager (Tech) pending

Status: completed Created: 2026-05-27T16:10:12.760238Z Updated: 2026-05-27T16:10:33.865112Z API 3 duration: 3390 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

Project Manager (Tech)

domain · Tech-Adjacent CASE DOMAIN

slug: project-manager-tech · id: 118 · source: db

Domain=Tech-Adjacent; The JD centers on end-to-end project delivery, stakeholder coordination, risk management, and quality assurance, which best matches a technical project manager role rather than a people-management or product role.

Matched skills

project lifecyclerequirements gatheringproject planstechnical teamsrisk mitigationstakeholder communicationquality assuranceindustry trendsemerging technologies

Matched dimensions

Technical Project DeliveryStakeholder ManagementRequirements CoordinationRisk ManagementQuality AssuranceTechnical Guidance

Matched KRAs

Lead and manage end-to-end project lifecycleCollaborate with clients and internal teamsDevelop comprehensive project plansCoordinate with technical teams to design, develop, and implement solutionsMonitor project progress, identify risks, and implement mitigation strategiesMaintain clear and consistent communication with stakeholdersEnsure quality assurance processes are followedProvide technical guidance and support to team members and clients

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

About The Company

Entrustech is a leading technology solutions provider dedicated to delivering innovative and reliable services to clients across various industries. With a strong emphasis on quality, security, and customer satisfaction, Entrustech has established itself as a trusted partner in digital transformation initiatives. Our team of skilled professionals is committed to leveraging the latest technologies to solve complex business challenges and drive sustainable growth for our clients.

About The Role

We are seeking a dedicated and detail-oriented [Job Title] to join our dynamic team at Entrustech. In this role, you will be responsible for managing key projects, collaborating with cross-functional teams, and ensuring the successful delivery of solutions that meet client requirements and organizational standards. The ideal candidate will have a strong technical background, excellent problem-solving skills, and the ability to communicate effectively with both technical and non-technical stakeholders.

Qualifications

The ideal candidate should possess a bachelor’s degree in Computer Science, Information Technology, or a related field. Relevant professional certifications and experience in the industry are highly desirable. Candidates must demonstrate proficiency in relevant technologies, tools, and methodologies pertinent to the role. Strong analytical skills, attention to detail, and the ability to adapt to evolving project needs are essential. Excellent communication and teamwork skills are also required to succeed in this collaborative environment.

Responsibilities

• Lead and manage end-to-end project lifecycle, including planning, execution, monitoring, and closure.
• Collaborate with clients and internal teams to gather requirements and develop comprehensive project plans.
• Coordinate with technical teams to design, develop, and implement solutions that align with client needs and organizational standards.
• Monitor project progress, identify risks, and implement mitigation strategies to ensure timely delivery.
• Maintain clear and consistent communication with stakeholders regarding project status, challenges, and milestones.
• Ensure quality assurance processes are followed to deliver high-quality solutions.
• Provide technical guidance and support to team members and clients as needed.
• Stay updated with industry trends and emerging technologies to continuously improve project delivery and organizational capabilities.

Benefits

Entrustech offers a comprehensive benefits package designed to support our employees' well-being and professional growth. This includes competitive salary packages, health insurance plans, and retirement savings options. Employees also have access to ongoing training and development programs, flexible working arrangements, and a collaborative work environment that encourages innovation. We believe in recognizing and rewarding excellence, fostering a culture of continuous improvement and career advancement.

Equal Opportunity

Entrustech is committed to creating a diverse and inclusive workplace. We provide equal employment opportunities to all qualified applicants without regard to race, color, religion, gender, sexual orientation, national origin, age, disability, or any other protected characteristic. We believe that diverse perspectives and experiences are vital to our success and are dedicated to fostering an environment where everyone can thrive and contribute to our collective goals.

Library artifacts (this run)

No artifact rows for this run.

nano JD Parser — gpt-4.1-nano click to toggle

Role[Job Title]

CompanyEntrustech

DomainIT Services & Consulting

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Entrustech is a leading technology",
      "last_5_words": "sustainable growth for our clients."
    },
    "text": "Entrustech is a leading technology solutions provider dedicated to delivering innovative and reliable services to clients across various industries. With a strong emphasis on quality, security, and customer satisfaction, Entrustech has established itself as a trusted partner in digital transformation initiatives. Our team of skilled professionals is committed to leveraging the latest technologies to solve complex business challenges and drive sustainable growth for our clients.",
    "word_count": 64
  },
  "archetype_override_applied": true,
  "archetype_override_matched_skills": [
    "Monitoring",
    "Mitigation",
    "Role",
    "Provider",
    "goals"
  ],
  "certifications": [],
  "company_name": "Entrustech",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science / Information Technology (or related)",
      "raw": "bachelor\u2019s degree in Computer Science, Information Technology, or a related field",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [],
  "role": "[Job Title]",
  "role_aliases": [],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 8,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Lead and manage end-to-end",
        "last_5_words": "project delivery and organizational capabilities."
      },
      "text": "\u2022 Lead and manage end-to-end project lifecycle, including planning, execution, monitoring, and closure.\n\u2022 Collaborate with clients and internal teams to gather requirements and develop comprehensive project plans.\n\u2022 Coordinate with technical teams to design, develop, and implement solutions that align with client needs and organizational standards.\n\u2022 Monitor project progress, identify risks, and implement mitigation strategies to ensure timely delivery.\n\u2022 Maintain clear and consistent communication with stakeholders regarding project status, challenges, and milestones.\n\u2022 Ensure quality assurance processes are followed to deliver high-quality solutions.\n\u2022 Provide technical guidance and support to team members and clients as needed.\n\u2022 Stay updated with industry trends and emerging technologies to continuously improve project delivery and organizational capabilities.",
      "word_count": 134
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [],
  "jd_role": {
    "display_name": "[Job Title]",
    "rationale": null,
    "role_aliases": [],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Entrustech is a leading technology",
        "last_5_words": "sustainable growth for our clients."
      },
      "text": "Entrustech is a leading technology solutions provider dedicated to delivering innovative and reliable services to clients across various industries. With a strong emphasis on quality, security, and customer satisfaction, Entrustech has established itself as a trusted partner in digital transformation initiatives. Our team of skilled professionals is committed to leveraging the latest technologies to solve complex business challenges and drive sustainable growth for our clients.",
      "word_count": 64
    },
    "archetype_override_applied": true,
    "archetype_override_matched_skills": [
      "Monitoring",
      "Mitigation",
      "Role",
      "Provider",
      "goals"
    ],
    "certifications": [],
    "company_name": "Entrustech",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science / Information Technology (or related)",
        "raw": "bachelor\u2019s degree in Computer Science, Information Technology, or a related field",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [],
    "role": "[Job Title]",
    "role_aliases": [],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 8,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Lead and manage end-to-end",
          "last_5_words": "project delivery and organizational capabilities."
        },
        "text": "\u2022 Lead and manage end-to-end project lifecycle, including planning, execution, monitoring, and closure.\n\u2022 Collaborate with clients and internal teams to gather requirements and develop comprehensive project plans.\n\u2022 Coordinate with technical teams to design, develop, and implement solutions that align with client needs and organizational standards.\n\u2022 Monitor project progress, identify risks, and implement mitigation strategies to ensure timely delivery.\n\u2022 Maintain clear and consistent communication with stakeholders regarding project status, challenges, and milestones.\n\u2022 Ensure quality assurance processes are followed to deliver high-quality solutions.\n\u2022 Provide technical guidance and support to team members and clients as needed.\n\u2022 Stay updated with industry trends and emerging technologies to continuously improve project delivery and organizational capabilities.",
        "word_count": 134
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "a8f4db61-c008-410c-be97-e16925fa3b23",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Engineering Manager",
        "kra_matches": [
          {
            "kra_text": "monitor risks and dependencies",
            "sentence": "Monitor project progress, identify risks, and implement mitigation strategies to ensure timely delivery.",
            "similarity": 0.576
          },
          {
            "kra_text": "Set team goals and delivery plans",
            "sentence": "Collaborate with clients and internal teams to gather requirements and develop comprehensive project plans.",
            "similarity": 0.565
          },
          {
            "kra_text": "facilitate technical and delivery decisions",
            "sentence": "Coordinate with technical teams to design, develop, and implement solutions that align with client needs and organizational standards.",
            "similarity": 0.5141
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 121,
        "score": 0.5517,
        "slug": "engineering-manager",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Coordinate with technical teams to design, develop, and implement solutions that align with client needs and organizational standards.",
            "similarity": 0.5954
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with clients and internal teams to gather requirements and develop comprehensive project plans.",
            "similarity": 0.5822
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Provide technical guidance and support to team members and clients as needed.",
            "similarity": 0.4457
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5411,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Monitors CI/CD pipeline reliability, identifies bottlenecks in delivery workflows, and improves deployment frequency, lead time, and failure recovery rate.",
            "sentence": "Monitor project progress, identify risks, and implement mitigation strategies to ensure timely delivery.",
            "similarity": 0.58
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Coordinate with technical teams to design, develop, and implement solutions that align with client needs and organizational standards.",
            "similarity": 0.525
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Collaborate with clients and internal teams to gather requirements and develop comprehensive project plans.",
            "similarity": 0.481
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.5287,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Coordinate with technical teams to design, develop, and implement solutions that align with client needs and organizational standards.",
            "similarity": 0.576
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Provide technical guidance and support to team members and clients as needed.",
            "similarity": 0.5124
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Collaborate with clients and internal teams to gather requirements and develop comprehensive project plans.",
            "similarity": 0.4794
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.5226,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Collaborate with clients and internal teams to gather requirements and develop comprehensive project plans.",
            "similarity": 0.5573
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Coordinate with technical teams to design, develop, and implement solutions that align with client needs and organizational standards.",
            "similarity": 0.5258
          },
          {
            "kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
            "sentence": "Stay updated with industry trends and emerging technologies to continuously improve project delivery and organizational capabilities.",
            "similarity": 0.4346
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5059,
        "slug": "full-stack-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Project Manager (Tech)",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 118,
      "score": 0.93,
      "slug": "project-manager-tech",
      "total_count": null
    },
    "confidence": 0.93,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Technical Project Delivery",
      "Stakeholder Management",
      "Requirements Coordination",
      "Risk Management",
      "Quality Assurance",
      "Technical Guidance"
    ],
    "matched_kras": [
      "Lead and manage end-to-end project lifecycle",
      "Collaborate with clients and internal teams",
      "Develop comprehensive project plans",
      "Coordinate with technical teams to design, develop, and implement solutions",
      "Monitor project progress, identify risks, and implement mitigation strategies",
      "Maintain clear and consistent communication with stakeholders",
      "Ensure quality assurance processes are followed",
      "Provide technical guidance and support to team members and clients"
    ],
    "matched_skills": [
      "project lifecycle",
      "requirements gathering",
      "project plans",
      "technical teams",
      "risk mitigation",
      "stakeholder communication",
      "quality assurance",
      "industry trends",
      "emerging technologies"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Tech-Adjacent; The JD centers on end-to-end project delivery, stakeholder coordination, risk management, and quality assurance, which best matches a technical project manager role rather than a people-management or product role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 6,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1361,
      "r_and_r_preview": "\u2022 Lead and manage end-to-end project lifecycle, including planning, execution, monitoring, and closure.\n\u2022 Collaborate with clients and internal teams to gather requirements and develop comprehensive p",
      "role_display_name": "Project Manager (Tech)",
      "role_slug": "project-manager-tech",
      "status": "pending"
    },
    "new_skills_attached": [],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

API 2 — extract-details

{
  "alias_matches": [],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Project Manager (Tech)",
    "id": 118,
    "rationale": "Domain=Tech-Adjacent; The JD centers on end-to-end project delivery, stakeholder coordination, risk management, and quality assurance, which best matches a technical project manager role rather than a people-management or product role.",
    "role_archetype": null,
    "slug": "project-manager-tech",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [],
  "input_llm_skills": [],
  "new_aliases_persisted": 0,
  "run_id": "a8f4db61-c008-410c-be97-e16925fa3b23",
  "skills_detail": [],
  "unmatched_skills": []
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Project Manager (Tech)",
    "id": 118,
    "rationale": "Domain=Tech-Adjacent; The JD centers on end-to-end project delivery, stakeholder coordination, risk management, and quality assurance, which best matches a technical project manager role rather than a people-management or product role.",
    "role_archetype": null,
    "slug": "project-manager-tech",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "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": "a8f4db61-c008-410c-be97-e16925fa3b23"
}