Solution Database / Product Development
Usability research assistant
Session evidence is difficult to turn into actionable findings. Observed behavior and source clips remain attached to every usability finding.
01The offer
For design teams running frequent user tests, turn consented test recordings and task definitions into evidence-linked usability findings. Address the recurring problem: session evidence is difficult to turn into actionable findings. The value hypothesis is a more complete, reviewable deliverable with less repeated preparation; the pilot must establish whether that benefit is real.
- For
- Design teams running frequent user tests
- Takes in
- Consented test recordings and task definitions
- Delivers
- Evidence-linked usability findings
- Message
- Usability research assistant for design teams running frequent user tests. Observed behavior and source clips remain attached to every usability finding. Demonstrate the claim through an annotated task-based usability report.
- Lead magnet
- An annotated task-based usability report
02How it works
- Tag observed struggles
- Link clips to tasks
- Separate observation from inference
- Group issues
- Capture researcher judgments
- Export findings
Workflow
Agree the decision and research questions, define permitted sources or participants, collect evidence, code findings, compare supporting and contradictory material, review interpretations, and deliver a cited brief with next questions. Start with consented test recordings and task definitions and finish with evidence-linked usability findings.
AI and people
Assist with retrieval, transcription, structured extraction and thematic synthesis. Preserve source passages and methodological context. Human researchers validate inclusion, quotations and conclusions. Use real participants when customer research is required.
Screens
Key screens: Session timeline, issue evidence, findings board. Organize work by research question. Show a source library, an evidence matrix and a draft findings panel with linked quotations. Keep contradictory findings and unanswered questions visible. Allow reviewers to inspect the original context before accepting an interpretation. In this product, the first view is session timeline, followed by issue evidence and findings board.
Admin
Source provenance, participant consent where applicable, research questions, coding definitions, reviewer disagreements, citations and versioned conclusions.
03Market gap
Alternatives buyers use today
Research consultants, internal analysts, literature databases and general search or summarization tools. Differentiate on this specific proposed advantage: observed behavior and source clips remain attached to every usability finding. Test it against the buyer's current method on the same task. Competitor coverage and uniqueness have not been established.
Where this wins
Niche research protocols, credible researcher relationships and a rights-cleared evidence archive with consistent interpretation methods. For this solution, build around observed behavior and source clips remain attached to every usability finding. This advantage requires execution and accumulated customer trust; the base model alone is not a defensible asset.
04Why now
Product Development teams are adopting AI for exactly this kind of repeatable work, and the cost of language and vision models has dropped far enough that a narrow, reviewed workflow pays back quickly. The buyer already feels the problem: session evidence is difficult to turn into actionable findings.
05Proof & signals
Channels where buyers gather: User research agencies. Metrics that prove it works: Reviewer agreement, issues reproduced.
Paid pilot
Answer one practical question using a bounded evidence set. Ask a domain expert to review citations and reasoning, identify contrary evidence and assess whether the deliverable supports the intended decision. For this solution, use consented test recordings and task definitions and evaluate evidence-linked usability findings. Agree success thresholds with the buyer before starting; collect a baseline for reviewer agreement, issues reproduced. A positive signal is payment and repeat use with acceptable quality and delivery cost, not a favorable demo reaction alone.
06Execution plan
MVP
Begin with design teams running frequent user tests and one recurring use case. Build the first two modules: tag observed struggles; link clips to tasks. Provide operator assistance for the third module: separate observation from inference. Deliver evidence-linked usability findings through a manual review queue. Perform other necessary full-scope functions manually during the pilot. Include all applicable access, accuracy and professional-review controls from the start.
First 30 days
Week 1: interview five prospective buyers in this segment: design teams running frequent user tests. Ask to see a recent example of the problem and their current process. Week 2: prepare this demonstration using authorized or synthetic material: an annotated task-based usability report. Week 3: present it through user research agencies and seek one narrowly scoped paid pilot. Week 4: review reviewer agreement, issues reproduced, total delivery effort and a concrete renewal decision before increasing scope.
After the pilot
After paid pilots establish value, automate the remaining modules: group issues; capture researcher judgments; export findings. Add one validated source integration, reusable customer configuration and recurring delivery. Expand to additional teams, document formats or languages only after testing the new scope.
Retention
Maintain the research question and evidence archive, offer follow-up studies and refresh important sources. Build repeat work around the buyer’s decision cycle.
Integrations
Product feedback, authorized interviews, usage exports and requirement records. Permitted research libraries, interview recording imports, citation exports and document editors. Preserve original source metadata throughout the workflow. These are candidate integration categories, not verified supported connectors.
07Investment and running costs
| Phase | Scope | Time | Budget |
|---|---|---|---|
| MVP | One buyer segment, one recurring use case; first modules: tag observed struggles; link clips to tasks. Manual review in the loop. | 3 days | $6,500 |
| Paid pilot | Accounts, roles, review states, audit trail and the first integration, hardened for two to three paying pilot customers. | 4 days | $7,000 |
| Full product | Remaining modules: group issues; capture researcher judgments; export findings. Self-serve onboarding, billing, monitoring and the wider integration set. | 7 days | $9,500 |
| Total | $23,000 | ||
| Running | Hosting | AI usage | Total a month |
|---|---|---|---|
| MVP and paid pilot (about 3 customers) | $30–$60 | $80–$160 | $110–$220 |
| Full product (about 50 customers) | $110–$210 | $880–$1,750 | $990–$1,960 |
Revenue model to test
Test USD 750-3,000 for one tightly bounded research question and evidence pack. Participant recruitment, specialist review and licensed data are separately scoped. Repeat tracking can become a retainer. Prices are hypotheses.
Cost drivers
Researcher time, source access, participant recruitment, transcription, evidence coding, expert review and report revisions.
Safeguards
Use consented research and preserve contradictory evidence. Separate observed user behavior, proposed explanations and untested product assumptions. Validate source access and reviewer availability during the pilot. Maintain customer-level access, data deletion controls and a record of final approvals.
Take it further
Concept proposal expanded from the 315-solution conversation. Demand, pricing, differentiation, build scope and integration feasibility are hypotheses, not verified market findings. Category link is inspiration rather than evidence of business viability.