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 job seekers and career changers applying to many roles across several markets use it to solve "applications are scattered across tools, cover letters are generic, and match decisions are opaque"?
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: Shortlisted applications per hour and applicant corrections after submission.
4. Measure, then decide. Track shortlisted applications per hour and applicant corrections after submission; 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 applicant profile, one market and one language; final factual accuracy and submission decisions remain with the applicant. Implement one approved input format, a bounded representative case set and the first two task modules: import resume or CV; import job descriptions. Support the remaining modules with operator review: discover job postings from multiple sources into one feed; score each role against the profile with visible reasons; generate a cover letter for the selected role; personalize the letter to the company and application; produce several cover letter versions; select a preferred writing style; highlight specified key skills; generate a personalized CV for a specific listing; generate cover letters in several languages; track applications from saved roles through to offers; support regional job markets in several European countries; allow swipe-based browsing and applying; fill and submit application forms on company websites; show simple activity metrics and usage feedback; keep supplied data private and unstored on servers where selected. 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 source integration. Expand supported inputs and case volume only after new evaluation cases pass. Build reusable customer configurations and recurring value reports around applicant-approved cover letters, match shortlists and tracked applications. Retain the explicit scope boundary: One applicant profile, one market and one language; final factual accuracy and submission decisions remain with the applicant.

What the build depends on. Document upload and preview, asynchronous generation jobs, editable version history, reviewer access and tested export formats. High-fidelity submission requires specialist recruitment QA. Obtain representative authorized cases, baseline measurements, qualified reviewers and a buyer-side decision owner. Specific limitation: One applicant profile, one market and one language; final factual accuracy and submission decisions remain with the applicant.

Pricing to test

Test a USD 300-1,500 fixed pilot for one defined applicant package. Offer a monthly application allowance after repeat demand. Quote complex multi-market or specialist recruitment workflows separately. These are test prices, not market benchmarks. Package the initial sale as one bounded applicant-approved application package. Recurring fees must specify volume, review depth and integration support. For exchanges, 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 application effort while keeping the applicant's own facts and choices visible. Demonstrate a concrete applicant-approved application package using the buyer's approved example and show the baseline, corrections and actual delivery effort.

Where to find buyers

Job seekers and career changers professional communities; specialist career consultants serving this buyer; permissioned partner introductions; practical demonstrations at relevant trade or practitioner events.

Lead magnet

A reviewed sample applicant-approved application package from a small authorized input set, with a transparent calculation of shortlisted applications per hour and applicant corrections after submission and no promised savings.

The first 30 days

1. Week 1: interview five job seekers and career changers applying to many roles across several markets and inspect a recent example of applications scattered across tools, generic cover letters and opaque match decisions.
2. Week 2: prepare a consented or synthetic demonstration of the task modules.
3. Week 3: seek one bounded paid pilot with agreed baseline and acceptance criteria.
4. Week 4: measure shortlisted applications per hour and applicant corrections after submission, 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: Shortlisted applications per hour and applicant corrections after submission. 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

Shortlisted applications per hour and applicant corrections after submission; accepted-output rate; material error rate; reviewer correction time; actual repeat purchase.

Retention and expansion

Repeat the workflow when the buyer again needs applicant-approved application packages. 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 writing styles, match criteria and review examples, together with reliable delivery for a narrow applicant niche. Build a permissioned library of representative task cases, reviewer corrections and verified operating constraints for job seekers and career changers applying to many roles across several markets. Repeatable delivery and useful integrations matter more than access to a base model.

Alternatives and positioning

Cover Letter AI, JobFlow, Sorce, freelancers and generic writing tools. Compare this product with the buyer's present method on shortlisted applications per hour and applicant corrections after submission. Offer a bounded paid workflow instead of claiming broad autonomous expertise. Market uniqueness and competitor coverage are not verified.

Main delivery costs

Generation attempts, document processing, storage, reviewer hours, applicant revision rounds and licensed source material. Additional initial validation requires representative authorized sample preparation, buyer interviews, buyer-side evaluation and bounded validation of applicant-approved application packages. Track cost per accepted output, including correction work, unsuccessful cases and support.