What does one review include?
Submit one resume or one portfolio up to 20 pages. You receive a 12-point rubric, page- or section-level notes, a prioritized revision list, and one rescore of the same material.
Loading...
Loading...
Standardized feedback service
Review evidence, AI decisions, evals, project boundaries, metrics, and presentation against 12 public criteria, then rescore one revision.
Review the scope before buying. Start with the free self-check; do not purchase if the public rubric is enough.
1. Problem evidence
Do you support the user problem with interviews, current workflows, public data, or reviewable observations?
2. Problem evidence
Do you define the target user, core task, usage context, and explicit non-goals?
3. AI decision
Do you compare AI with human, rules, search, or template-based baselines?
4. AI decision
Do you explain model, retrieval, or tool choices and the quality, latency, and cost tradeoffs?
5. Evaluation
Do you have an evaluation set covering typical, edge, and high-risk inputs?
6. Evaluation
Do you include a reusable rubric, failure taxonomy, baseline, and regression result?
7. Integrity
Do you distinguish your contribution, team work, borrowed assets, and project limitations?
8. Integrity
Is simulated work labeled clearly without invented users, revenue, launches, or employer experience?
9. Metrics and launch
Do you define task quality, user behavior, business value, cost, and safety metrics?
10. Metrics and launch
Do you specify rollout scope, launch gates, stop conditions, human takeover, and rollback?
11. Communication
Can you explain context, judgment, solution, result, limitations, and next step in 5–10 minutes?
12. Communication
Are links, prototypes, tables, and attachments readable, accessible, and free of sensitive information?
Original statement
“Owned an AI support product, improved answers, and enhanced user experience.”
Review note
The statement omits the user, task, personal contribution, non-AI baseline, eval set, failure examples, and validation limits.
Revision direction
Label simulated or live work, then add the target task, baseline, eval slices, failure taxonomy, tradeoffs, and limits. Use a validation plan instead of invented metrics.
We are recruiting up to three real revision cases with explicit permission and de-identification. Applying does not guarantee selection, and no positive review or public endorsement is required. Review the material and consent boundaries.
The specific order and applicable law control. Before payment, also review the Terms of Service.
Submit one resume or one portfolio up to 20 pages. You receive a 12-point rubric, page- or section-level notes, a prioritized revision list, and one rescore of the same material.
The initial review is delivered within two business days after complete materials are received and processing is confirmed. Submit one revision within 14 calendar days for a rescore within two business days after confirmation.
Yes. Feedback helps you present research, prototype tests, eval sets, and decisions without inventing experience or business outcomes.
No. The service is accountable only for the listed rubric, comments, revision list, delivery window, and rescore.