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From sources to understanding

Understand where the engineering approaches actually differ

Use a discovered conceptual framework for supplier comparison, an approved specification for revision review, or your own rubric for RFP requirement coverage.

Discover the conceptual framework

Docsie works through the selected content and identifies its subjects. It reconciles different names for the same concept while keeping genuinely different subjects separate.

Research every concept across the sources

For each comparable subject, the engine looks for the relevant information in each source. The report distinguishes supported comparisons from information it did not find.

Explain the difference at every level

Detailed findings roll up into technical areas and a broader overview. Each level explains what each source says, the key difference and its impact.

Inside the product

One comparison. Several levels of understanding.

Follow a real three-party engineering comparison from architecture to evidence, then see how a requirements rubric checks implementation and board-layout documentation.

1

See the architectural differences first

Public wireless-device documentation for ESP32-C5, ESP8285 and TI CC3235MODS is brought into a shared architecture. Each source stays beside the key difference and its impact.

See the architectural differences first
2

Move from the overview into a technical area

Boot and operating modes, peripherals and packaging become comparable technical areas. Explore the subject that matters without losing the larger context.

Move from the overview into a technical area
3

Keep the report connected to its sources

The ESP8285 and TI wireless report links back to both source collections. Its findings remain connected to the material being reviewed, so the investigation can continue.

Wireless comparison report with links to the ESP8285 and TI source collections
4

Bring your own definition of good

An engineering requirements check breaks a rubric into subcategories, requirements and individual expectations. Scores, pass marks, critical gaps and source evidence remain connected.

Bring your own definition of good

Approve the review once. Repeat it with a factory.

A factory applies the approved setup to each incoming document. It keeps individual reports and brings the results into shared matrices.

1

Define the reference

Import your approved baseline. Add a rubric if you also need requirements checks, then review the expectations and weights.

2

Run and approve a sample

Inspect one result before processing the intake. Approval freezes the baseline and rubric; changing either requires a new approved sample.

3

Triage the intake

Each document gets its own baseline and rubric checks, a verdict with reasons, and a chat holding its reports. Use the queue to prioritize review.

4

Confirm and follow up

Open the evidence, ask questions about the comparison, and export results. False flags can occur, including on clean documents, so confirm the findings before accepting a result.

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Make the evidence behind a technical decision inspectable

Different datasheet layouts and terminology can obscure the actual commitment. Review the matched concepts and the original wording.

Supplier document comparison

Compare 2–6 datasheets or proposals for stated capabilities, limitations and missing information. Confirm that units and operating conditions are comparable.

Engineering change review

Check a revised specification against the approved baseline. Open cited deviations before deciding whether a change affects the design.

RFP requirements coverage

Grade one response against an approved rubric, then use a factory to repeat the same review for additional responses. Review scores and evidence rather than treating them as an automatic vendor ranking.

Common questions

Document comparison questions

Using Compare

Q: How is this different from a visual document diff?

A: A visual diff shows changed wording or layout. Docsie compares concepts across differently structured sources, researches their counterparts and builds a hierarchy of findings with evidence. Use a dedicated redline alongside it when you need exact tracked insertions and deletions.

Q: Can one source be a whole knowledge base?

A: Yes. A source can be a Docsie shelf, book or article from a workspace you can read. Compare sources accepts 2–6 inputs; source count is different from the number of articles inside those collections. PDFs are imported, videos become documentation and websites are extracted before comparison.

Q: Can I choose the comparison framework?

A: Let source comparison discover the subjects, narrow its scope to a question, choose an approved reference for a baseline check, or supply a requirements rubric. The rubric can be drafted with AI, edited, or brought in from a spreadsheet, document or pasted list.

Q: How do requirements scores work?

A: The model assesses each expectation and must cite evidence for an expectation marked met. Code calculates the share met, compares it with the pass mark and rolls weighted scores up through the rubric. A requirements run grades one body of content; a factory repeats it for each document.

Q: What does a verified quotation mean?

A: It means the quotation resolves to source text. The model’s interpretation still needs review. Figure descriptions are labelled AI-derived, and extraction problems should be checked against the original source.

Q: How do factories handle review?

A: Approve a sample to freeze the baseline and rubric, then apply the same setup to incoming documents. The factory gathers verdict reasons, baseline results and rubric scores, with an individual chat and reports per document. False flags can occur, so people confirm the findings.

Q: Can I export or reuse a comparison?

A: Reports export to XLSX or CSV and can be saved as Docsie articles. Baseline and rubric factory matrices have CSV exports. Saved comparisons also support follow-up questions, edits and individual finding revalidation.

See the workflow on your documents

Book a Demo
Start with one document

Bring a question. Leave with findings you can inspect.

Start with source comparison, a baseline check or a requirements check. Add a factory when the review needs to repeat.

Confirm the sample result before running a batch.