Research feed curation and briefing workbench

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 research leads, analysts and knowledge teams who must follow many sources without information overload use it to solve "relevant articles and papers are scattered across many feeds, repeated across outlets, and too long to read, so important changes are missed and time is lost to scanning"?
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: Relevant items surfaced per review hour and briefing items later confirmed useful.
4. Measure, then decide. Track relevant items surfaced per review hour and briefing items later confirmed useful; 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 topic area and a fixed source list; summaries and rankings remain reviewable and every item links to its original source. Implement one approved input format, a bounded representative case set and the first two task modules: ingest articles and papers from many permitted sources; rank items against stated interests and past feedback. Support the third module with operator review: summarize long articles and papers into key points. 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 a reviewed daily briefing linked to original sources. Retain the explicit scope boundary: One topic area and a fixed source list; summaries and rankings remain reviewable and every item links to its original source.

What the build depends on. Source upload and preview, asynchronous processing jobs, editable version history, reviewer access and tested export formats. High-fidelity briefings require specialist editorial QA. Obtain representative authorized cases, baseline measurements, qualified reviewers and a buyer-side decision owner. Specific limitation: One topic area and a fixed source list; summaries and rankings remain reviewable and every item links to its original source.

Pricing to test

Test a USD 300-1,500 fixed pilot for one defined topic area. Offer a monthly briefing allowance after repeat demand. Quote complex multi-team or specialist source work separately. These are test prices, not market benchmarks. Package the initial sale as one bounded reviewed daily briefing linked to original sources. 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 time spent scanning while keeping every claim traceable to its source. Demonstrate a concrete reviewed daily briefing linked to original sources using the buyer's approved example and show the baseline, corrections and actual delivery effort.

Where to find buyers

Research leads, analysts and knowledge teams professional communities; specialist consultants serving this buyer; permissioned partner introductions; practical demonstrations at relevant trade or practitioner events.

Lead magnet

A reviewed sample reviewed daily briefing linked to original sources from a small authorized input set, with a transparent calculation of relevant items surfaced per review hour and briefing items later confirmed useful and no promised savings.

The first 30 days

1. Week 1: interview five research leads, analysts and knowledge teams who must follow many sources without information overload and inspect a recent example of relevant articles and papers scattered across many feeds, repeated across outlets, and too long to read.
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 relevant items surfaced per review hour and briefing items later confirmed useful, 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: Relevant items surfaced per review hour and briefing items later confirmed useful. 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

Relevant items surfaced per review hour and briefing items later confirmed useful; accepted-output rate; material error rate; reviewer correction time; actual repeat purchase.

Retention and expansion

Repeat the workflow when the buyer again needs a reviewed daily briefing linked to original sources. 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 sources, interest profiles and review examples, together with reliable delivery for a narrow research niche. Build a permissioned library of representative task cases, reviewer corrections and verified operating constraints for research leads, analysts and knowledge teams who must follow many sources without information overload. Repeatable delivery and useful integrations matter more than access to a base model.

Alternatives and positioning

Feedly Leo, Waverly, Soch, manual feed reading and generic summarization tools. Compare this product with the buyer's present method on relevant items surfaced per review hour and briefing items later confirmed useful. Offer a bounded paid workflow instead of claiming broad autonomous expertise. Market uniqueness and competitor coverage are not verified.

Main delivery costs

Ingestion and processing, storage, reviewer hours, client revision rounds and licensed source access. Additional initial validation requires representative authorized sample preparation, buyer interviews, buyer-side evaluation and bounded validation of a reviewed daily briefing linked to original sources. Track cost per accepted output, including correction work, unsuccessful cases and support.