Screenshot of the Survey insight evidence workbench interactive demo
Screenshot of the interactive demo, on sample data

Survey insight evidence workbench

Reduce tool switching and manual re-entry while keeping every reported insight traceable to the responses behind it.

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For
Research and marketing teams running recurring surveys and turning responses into decisions
Solves
Survey building, distribution, response collection and insight reporting live in separate rented tools, so teams re-enter data, lose the link between a finding and its responses, and cannot show how a conclusion was reached.
Delivers
Reviewer-approved insight report linked to source responses
Built in
about 5 weeks of creation time, MVP in 6 days
Investment
$13,000 for the MVP, $44,000 for the full product
Run it
Inside your business, or as part of your offer to clients
01

What it does

Reduce tool switching and manual re-entry while keeping every reported insight traceable to the responses behind it.

  1. Build questionnaires from scratch or from an approved template.
  2. Adapt pre-made templates to the buyer's industry or research need.
  3. Suggest relevant questions from the stated survey topic.
  4. Generate follow-up questions that probe deeper into earlier answers.
  5. Set contextual flow rules that control the survey path.
  6. Assemble and reorder questions by drag and drop.
  7. Distribute surveys by email, social media and direct links.
  8. Send automatic reminders to non-respondents.
  9. Collect responses anonymously where required.
  10. Keep survey data confidential with end-to-end encryption.
  11. Store response records in a tamper-evident log.
  12. Monitor responses and trends on a real-time dashboard.
  13. Categorize and summarize open-ended answers into key insights.
  14. Display analyzed data as bar charts, tables and pie charts.
  15. Track views, starts and completions as engagement metrics.
  16. Export survey data and the approved report for further analysis.
  17. Compare the reviewed result with the recorded baseline and value assumptions.
  18. Capture corrections and named-owner approval before consequential use.
  19. Export a versioned reviewer-approved insight report linked to source responses with source references and unresolved questions.

Everything these tools do, in one app

What goes in, what comes out

What the customer puts in
  • Licensed survey content
  • Respondent answers
  • Analysis rules

AI drafts, people review. Evidence-backed analysis and reporting workspace.

What the customer gets
  • Reviewer-approved insight report linked to source responses
02

How it works

The workflow

  1. In
    Start with

    Licensed survey content, respondent answers and analysis rules

  2. 1

    Confirm the buyer's problem and scope

  3. 2

    Collect licensed survey content

  4. 3

    Respondent answers and analysis rules

  5. 4

    Then follow this sequence: 1

  6. Out
    Finish with

    Reviewer-approved insight report linked to source responses

AI does the heavy lifting, people stay in charge

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the three stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. One fixed survey schema and licensed question set; final interpretation and disclosure checks remain analytical. A model suggestion is never a verified fact, professional decision or authorization to act.

What your team sees

Primary screens: Survey builder, Live response monitor, Insight report and delivery. Use a thumbnail gallery for surveys, a large central editing canvas, and a right-hand panel for question settings, flow rules and comments. Let users compare draft and published survey versions side by side. Display collecting, analysis, changes requested and approved states. Provide a client preview link with comments anchored to the relevant question or chart. Make the task-specific outcome reviewer-approved insight report linked to source responses visible beside its evidence, review state and value baseline.

Accounts and administration

Project ownership, survey versions, respondent consent records, client comments, approval states, usage allowances, response limits, download history and a rights record for supplied material. Add organization access boundaries, named reviewers, usage caps, data retention controls, export logs and explicit approval for external actions.

Integrations and data access

Buyer-owned survey content, authorized respondent data and permitted research sources. Cloud response storage, email and social distribution, spreadsheet import/export and reporting destinations. Start with file exchange and validate destination specifications before promising direct publishing. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

03

How we build it

We build with our own AI software development factory, so most implementations take days to a few weeks of creation time, not months. You see working software at every step, and exact timing depends on availability.

  1. 1

    Scoping call

    Day 1

    Thirty minutes on your process, your data and how you want to run it: for your own team, or for your clients. You get a fixed scope and price for the MVP.

  2. 2

    MVP

    6 days

    One buyer segment, one recurring use case; first modules: build questionnaires from scratch or from an approved template; suggest relevant questions from the stated survey topic. Manual review in the loop. Built by our AI software factory.

  3. 3

    Paid pilot

    7 days

    Accounts, roles, review states, audit trail and the first integration, hardened for two to three paying pilot customers.

  4. 4

    Full product

    2 weeks

    Self-serve onboarding, billing, monitoring and the wider integration set.

  5. 5

    Run and improve

    Monthly

    We host, monitor and improve it for a fixed monthly fee, or hand it over to your team. How the retainer works.

Why we start with an MVP

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 and marketing teams running recurring surveys and turning responses into decisions use it to solve "survey building, distribution, response collection and insight reporting live in separate rented tools, so teams re-enter data, lose the link between a finding and its responses, and cannot show how a conclusion was reached"?
  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: Accepted insight reports per analyst hour and corrections after report approval.
  4. Measure, then decide. Track accepted insight reports per analyst hour and corrections after report approval; 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 fixed survey schema and licensed question set; final interpretation and disclosure checks remain analytical. Implement one approved input format, a bounded representative case set and the first two task modules: build questionnaires from scratch or from an approved template; suggest relevant questions from the stated survey topic. Support the third module with operator review: set contextual flow rules that control the survey path. 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 reviewer-approved insight report linked to source responses. Retain the explicit scope boundary: One fixed survey schema and licensed question set; final interpretation and disclosure checks remain analytical.

What the build depends on. Survey upload and preview, asynchronous analysis jobs, editable version history, reviewer access and tested export formats. High-fidelity research requires specialist analytical QA. Obtain representative authorized cases, baseline measurements, qualified reviewers and a buyer-side decision owner. Specific limitation: One fixed survey schema and licensed question set; final interpretation and disclosure checks remain analytical.

04

Investment

A planning range to start the conversation, not a quote. You pay per phase, so you can stop after the MVP.

  1. Phase 1

    MVP

    One buyer segment, one recurring use case; first modules: build questionnaires from scratch or from an approved template; suggest relevant questions from the stated survey topic. Manual review in the loop.

    $13,000 · about 6 days of creation time

  2. Phase 2

    Paid pilot

    Accounts, roles, review states, audit trail and the first integration, hardened for two to three paying pilot customers.

    $13,000 · about 7 days of creation time

  3. Phase 3

    Full product

    Self-serve onboarding, billing, monitoring and the wider integration set.

    $18,000 · about 2 weeks of creation time

Indicative total, MVP to full product$44,000about 5 weeks of creation time · start with the MVP from $13,000

Running costs per month

A rough indication of monthly hosting and AI model costs once it is live, not tested. Real costs depend on usage, file sizes and the models chosen.

StageHosting and infrastructureAI usageTotal per month
MVP and paid pilotabout 3 customers$30–$60$80–$160$110–$220
Full productabout 50 customers$110–$210$880–$1,750$990–$1,960
05

Run it or resell it

Internally

For your own team

Research and marketing teams running recurring surveys and turning responses into decisions run it inside the business: licensed survey content, respondent answers and analysis rules in, reviewer-approved insight report linked to source responses out, reviewed by your people.

For your clients

As part of your offer

Agencies, consultancies and software companies can offer it to their own clients under their brand. We build and maintain it; you sell and deliver it.

Your brand, or this one

Run it under your own brand, or start from this concept style.

  • primary#282791
  • accent#aec954
  • surface#e5e4f1
  • ink#22201e
Headings
Archivo
Text
Lora
Voice
Energetic, specific, results-minded
Selling it to your own clients: the go-to-market playbook

Pricing to test

Test a USD 300-1,500 fixed pilot for one defined survey package. Offer a monthly production allowance after repeat demand. Quote complex multi-language or specialist research separately. These are test prices, not market benchmarks. Package the initial sale as one bounded reviewer-approved insight report linked to source responses. 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 tool switching and manual re-entry while keeping every reported insight traceable to the responses behind it. Demonstrate a concrete reviewer-approved insight report linked to source responses using the buyer's approved example and show the baseline, corrections and actual delivery effort.

Where to find buyers

Research and marketing teams running recurring surveys and turning responses into decisions 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 insight report linked to source responses from a small authorized input set, with a transparent calculation of accepted insight reports per analyst hour and corrections after report approval and no promised savings.

The first 30 days

  1. Week 1: interview five research and marketing teams running recurring surveys and turning responses into decisions and inspect a recent example of survey building, distribution, response collection and insight reporting living in separate rented tools.
  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 accepted insight reports per analyst hour and corrections after report approval, 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: Accepted insight reports per analyst hour and corrections after report approval. 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

Accepted insight reports per analyst hour and corrections after report approval; accepted-output rate; material error rate; reviewer correction time; actual repeat purchase.

Retention and expansion

Repeat the workflow when the buyer again needs reviewer-approved insight report linked to source responses. 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 question sets, flow rules 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 and marketing teams running recurring surveys and turning responses into decisions. Repeatable delivery and useful integrations matter more than access to a base model.

Alternatives and positioning

Aftercare, BlockSurvey and QuickQuest, plus manual spreadsheet analysis and generic form tools. Compare this product with the buyer's present method on accepted insight reports per analyst hour and corrections after report approval. Offer a bounded paid workflow instead of claiming broad autonomous expertise. Market uniqueness and competitor coverage are not verified.

Main delivery costs

Generation attempts, response storage, reviewer hours, client revision rounds and licensed source material. Additional initial validation requires representative authorized sample preparation, buyer interviews, buyer-side evaluation and bounded validation of reviewer-approved insight report linked to source responses. Track cost per accepted output, including correction work, unsuccessful cases and support.

06

Safeguards

Preserve respondent anonymity, consent, source attribution and usage permissions. Named analysts approve substantive interpretations and disclosure scope. One fixed survey schema and licensed question set; final interpretation and disclosure checks remain analytical. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

Get this solution built

Built for you by our AI software factory, MVP in about 6 days. Tell us about your business and how you want to run it: inside your company, or as part of what you offer your clients. We reply within one working day.

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