Transparent opportunity matching and shortlist platform

An MVP, or minimum viable product, is the smallest version that your users can actually work with. It is not a cheap version of the full solution. It is a test, built to answer the questions that decide whether the rest is worth building.

1. Pick the riskiest assumption. Here: will recruiters and hiring managers filling skilled roles in small and mid-sized companies use it to solve "screening, skill assessment, outreach writing and onboarding run in separate tools, so shortlists are slow and candidates cannot see why they were matched"?
2. Build only what tests it. One team, one use case, a few core modules. People do the rest by hand for now.
3. Run a paid pilot. Agree quality and outcome thresholds before the pilot using this measure: Shortlists accepted per recruiter hour and candidate drop-off after first contact.
4. Measure, then decide. Track shortlists accepted per recruiter hour and candidate drop-off after first contact; accepted-output rate; material error rate; reviewer correction time; actual repeat purchase. Then expand, change course or stop, with evidence instead of opinions.

MVP scope for this solution. Pilot scope: One role family and one hiring region; final hiring, compliance and payment decisions remain human. Implement one approved input format, a bounded representative candidate set and the first three task modules: screen and filter applicants; assess technical and soft skills; match candidates to roles with visible reasons. Support the remaining modules with operator review: customizable postings, progress dashboard, HR/ATS sync, analytics, copy generation, grammar and tone, real-time suggestions, platform connections, global sourcing, compliance and onboarding, payments and benefits. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

After the MVP. Once paid pilots prove usefulness, automate repeatable reviewed steps and add one verified HR/ATS integration. Expand supported role families and candidate volume only after new evaluation cases pass. Build reusable customer configurations and recurring value reports around reviewer-approved shortlist with visible match reasons. Retain the explicit scope boundary: One role family and one hiring region; final hiring, compliance and payment decisions remain human.

What the build depends on. Candidate upload and preview, asynchronous assessment jobs, editable version history, reviewer access and tested export formats. High-fidelity hiring requires specialist compliance QA. Obtain representative authorized cases, baseline measurements, qualified reviewers and a buyer-side decision owner. Specific limitation: One role family and one hiring region; final hiring, compliance and payment decisions remain human.

Pricing to test

Test a USD 300-1,500 fixed pilot for one defined role family. Offer a monthly hiring allowance after repeat demand. Quote multi-region sourcing, compliance or payment handling separately. These are test prices, not market benchmarks. Package the initial sale as one bounded reviewer-approved shortlist with visible match reasons. Recurring fees must specify role volume, review depth and integration support. For payments, test a disclosed coordination or successful-service fee rather than holding customer funds. Reprice only after measuring real delivery labor; platform-build cost is separate from a commercial pilot fee.

Message to test

Reduce time to a defensible shortlist while keeping candidates informed. Demonstrate a concrete reviewer-approved shortlist with visible match reasons using the buyer's approved role and show the baseline, corrections and actual delivery effort.

Where to find buyers

Recruiters and hiring managers filling skilled roles in small and mid-sized companies professional communities; specialist consultants serving this buyer; permissioned partner introductions; practical demonstrations at relevant trade or practitioner events.

Lead magnet

A reviewed sample reviewer-approved shortlist with visible match reasons from a small authorized candidate set, with a transparent calculation of shortlists accepted per recruiter hour and candidate drop-off after first contact and no promised savings.

The first 30 days

1. Week 1: interview five recruiters and hiring managers filling skilled roles in small and mid-sized companies and inspect a recent example of screening, skill assessment, outreach writing and onboarding run in separate tools, so shortlists are slow and candidates cannot see why they were matched.
2. Week 2: prepare a consented or synthetic demonstration of the three task modules.
3. Week 3: seek one bounded paid pilot with agreed baseline and acceptance criteria.
4. Week 4: measure shortlists accepted per recruiter hour and candidate drop-off after first contact, reviewer effort and repeat-purchase interest. This is a demand-validation plan, not a thirty-day full-product delivery promise.

Paid pilot

Agree quality and outcome thresholds before the pilot using this measure: Shortlists accepted per recruiter hour and candidate drop-off after first contact. Continue only if the buyer accepts the actual output, the intended job outcome improves without unacceptable errors, and measured delivery cost fits willingness to pay. Revise or stop if access is unavailable, qualified review cannot be provided, or apparent savings disappear after corrections and support. Use held-out cases when comparing model quality; use a properly reviewed comparison design before making causal claims. Record missing cases and negative results alongside successful outputs.

Success metrics

Shortlists accepted per recruiter hour and candidate drop-off after first contact; accepted-output rate; material error rate; reviewer correction time; actual repeat purchase.

Retention and expansion

Repeat the workflow when the buyer again needs a reviewer-approved shortlist with visible match reasons. Retain permissioned settings and reviewed examples, report realized value honestly, and sell increased volume or adjacent approved workflows only after contribution margin and quality remain acceptable.

Why clients would pick it

A reusable library of approved role criteria, assessment tasks and review examples, together with reliable delivery for a narrow hiring niche. Build a permissioned library of representative hiring cases, reviewer corrections and verified operating constraints for recruiters and hiring managers filling skilled roles in small and mid-sized companies. Repeatable delivery and useful integrations matter more than access to a base model.

Alternatives and positioning

Talently.ai, devpilot, Airolla, Crew, job boards, staffing agencies and manual spreadsheets. Compare this product with the buyer's present method on shortlists accepted per recruiter hour and candidate drop-off after first contact. Offer a bounded paid workflow instead of claiming broad autonomous expertise. Market uniqueness and competitor coverage are not verified.

Main delivery costs

Assessment generation, model calls, storage, reviewer hours, candidate communication rounds and compliance checks. Additional initial validation requires representative authorized sample preparation, buyer interviews, buyer-side evaluation and bounded validation of reviewer-approved shortlist with visible match reasons. Track cost per accepted shortlist, including correction work, unsuccessful cases and support.