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Product case study

Implemented · real platforms pending validation

AI JobPilot

Understand the role and its risks before deciding whether to apply.

Assists with role discovery, fit analysis, and application preparation after user review.

AI JobPilotInteractive demo · Sample data

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01 · Positioning

How the product takes on the work

AI JobPilot brings role discovery, fit analysis, editable messaging, and pre-send approval into one workflow.

People see the reasoning and risks before choosing whether to continue; automation does not replace their decision.

02 · Context

The problem and the people

Why it needs to exist

Roles are scattered across platforms, while fit analysis, outreach copy, and application records often live in separate places.

Who it is for

Job seekers who want one place for role discovery, fit analysis, outreach copy, and application records.

03 · Core flow

Core workflow

Four key views trace the complete path from entering the product to handling the work and confirming the outcome.

  1. 01

    Application workspace

    Keep pending reviews, completed applications, and missing information in one legible queue.

  2. 02

    Role scanning

    Collect roles with their sources without treating discovery as permission to apply.

  3. 03

    Fit analysis

    Place evidence, capability gaps, and human-review risks side by side.

  4. 04

    Application approval

    Edit outreach copy and attachments, then perform a final human review before sending.

04 · Product views

Four views of how the product works

All four views stay visible in a masonry gallery. Open any card for a larger view and continue with the arrow keys.

05 · Decisions

Three product decisions

  1. 01

    Approval is part of the flow

    Scanning, analysis, messaging, and application each pause while the information is still editable.

  2. 02

    Fit must be explainable

    Skills, gaps, and risks sit beside the score so a model opinion is never presented as objective fact.

  3. 03

    Platforms stay isolated

    Support and live validation are stated per platform instead of borrowing evidence from another integration.

06 · Current state

What is complete—and what is not

The local workspace and approval gates are implemented; real-platform compatibility still needs per-platform validation.

What the product changes

People see the reasoning and risks before choosing whether to continue; automation does not replace their decision.

Source and implementation

Source links are listed above; public screens still use synthetic or redacted data only.

Portfolio boundary

This site shows redacted interfaces and product logic only. It never connects to source databases or performs real publishing, applications, sending, or payments.

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