Solution Database / Human Resources
Interview preparation platform
Interviewers ask inconsistent questions unrelated to job performance. Structured preparation with evidence-based rubrics and interviewer control.
01The offer
For hiring managers at specialist service companies, turn role requirements and approved evaluation rubrics into structured interview preparation pack. Address the recurring problem: interviewers ask inconsistent questions unrelated to job performance. The value hypothesis is a more complete, reviewable deliverable with less repeated preparation; the pilot must establish whether that benefit is real.
- For
- Hiring managers at specialist service companies
- Takes in
- Role requirements and approved evaluation rubrics
- Delivers
- Structured interview preparation pack
- Message
- Interview preparation platform for hiring managers at specialist service companies. Structured preparation with evidence-based rubrics and interviewer control. Demonstrate the claim through an interview kit for one specialist role.
- Lead magnet
- An interview kit for one specialist role
02How it works
- Map competencies
- Draft job-related questions
- Create work-sample prompts
- Define observable evidence
- Standardize note forms
- Track question revisions
Workflow
Collect a structured brief and source material, identify unanswered questions, approve an outline, generate a draft, verify claims, gather reviewer edits, approve a final version and export the agreed formats. Start with role requirements and approved evaluation rubrics and finish with structured interview preparation pack.
AI and people
Extract and organize information, propose structure, draft prose and adapt approved content to audiences. Attach evidence to factual claims. Keep names, dates, amounts and quoted wording linked to their source. Editors resolve ambiguity and approve publication.
Screens
Key screens: Interview plan, question bank, evidence rubric. Use a project list and editorial calendar beside a document editor. Keep original material and supporting passages in a collapsible side panel. Show outline, draft, review and approved stages. Provide tracked edits, comments, version comparisons and an export preview that reflects the final delivery format. In this product, the first view is interview plan, followed by question bank and evidence rubric.
Admin
Client workspaces, source permissions, editorial assignments, change history, reviewer comments, approval gates, revision allowances and export templates.
03Market gap
Alternatives buyers use today
Writers, editors, agencies, internal document templates and general-purpose chat tools. Differentiate on this specific proposed advantage: structured preparation with evidence-based rubrics and interviewer control. Test it against the buyer's current method on the same task. Competitor coverage and uniqueness have not been established.
Where this wins
Customer-approved terminology, reusable structures, source libraries and editorial feedback tied to a specific audience and recurring publishing workflow. For this solution, build around structured preparation with evidence-based rubrics and interviewer control. This advantage requires execution and accumulated customer trust; the base model alone is not a defensible asset.
04Why now
Human Resources 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: interviewers ask inconsistent questions unrelated to job performance.
05Proof & signals
Channels where buyers gather: Recruiter training providers. Metrics that prove it works: Rubric coverage, interviewer consistency.
Paid pilot
Complete one existing brief using the customer’s actual sources. Record reviewer edits, factual corrections and preparation time. Ask the same buyer to commission a second comparable deliverable. For this solution, use role requirements and approved evaluation rubrics and evaluate structured interview preparation pack. Agree success thresholds with the buyer before starting; collect a baseline for rubric coverage, interviewer consistency. 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 hiring managers at specialist service companies and one recurring use case. Build the first two modules: map competencies; draft job-related questions. Provide operator assistance for the third module: create work-sample prompts. Deliver structured interview preparation pack 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: hiring managers at specialist service companies. Ask to see a recent example of the problem and their current process. Week 2: prepare this demonstration using authorized or synthetic material: an interview kit for one specialist role. Week 3: present it through recruiter training providers and seek one narrowly scoped paid pilot. Week 4: review rubric coverage, interviewer consistency, total delivery effort and a concrete renewal decision before increasing scope.
After the pilot
After paid pilots establish value, automate the remaining modules: define observable evidence; standardize note forms; track question revisions. 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 approved source and voice library, schedule recurring editorial work, and expand into additional formats only after the core deliverable is repeatedly accepted.
Integrations
Approved HR documents, employee directories and learning records. Document storage, word processor export, content management systems and approved publishing channels. Pilot with uploads and downloadable drafts before adding write integrations. 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: map competencies; draft job-related questions. 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: define observable evidence; standardize note forms; track question revisions. 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 | $70–$140 | $100–$200 |
| Full product (about 50 customers) | $110–$210 | $700–$1,400 | $810–$1,610 |
Revenue model to test
Test USD 400-1,500 for a tightly scoped initial content package. Convert repeated work to a monthly retainer with explicit deliverable and revision limits. Specialist review and substantial research are separately scoped. Prices are hypotheses.
Cost drivers
Research and interview time, transcription, model usage, factual verification, subject-matter review, editing and revisions.
Safeguards
Keep employee data access explicit and confidential. Use human judgment for personnel decisions and do not infer protected traits or hidden personal characteristics. 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.