// CURRENT CASE · HUNTMATE
A connected, human-controlled workspace for the First-Five job-search journey.
When job-search work spans separate tools and stages, people may spend too much effort recreating context and checking whether AI output is grounded in their real evidence.
A current end-to-end demo now connects simulated access, onboarding, opportunity work, truthful preparation, follow-up, interview, offer support, and lifecycle closure.
// OPPORTUNITY FRAMING
Start with the jobs people need to complete, then test whether continuity helps.
A category-level scan organized the opportunity around five connected jobs. It is directional framing, not proof of demand, willingness to pay, or market size.
// HUMAN + AI REIMAGINATION
Higher-consequence actions require more evidence and human review.
AI can prepare
- Rank opportunities and explain the visible factors.
- Surface missing evidence and ask focused questions.
- Draft tailored material for review.
- Compare an offer and prepare questions or negotiation points.
The person controls
- What evidence is true and approved.
- Whether a draft is downloaded, edited, or used.
- Every application, email, and employer contact.
- Negotiation, acceptance, decline, and final decisions.
// WORKING PRODUCT PROOF · CURRENT DEMO
The current demo covers the full First-Five journey.
These captures come from the current synthetic demo. They demonstrate working product states, not validated user demand or customer outcomes.
- 01Login + simulated MFA
- 02Onboarding + readiness
- 03Jobs + clarification
- 04Applied + follow-up
- 05Interview
- 06Offer support
- 07Hired state
Set the control boundary before AI starts recommending.
Login and simulated MFA make the demo boundary explicit. This is product-flow evidence, not production authentication proof.


Collect the minimum required context; make deeper enrichment optional.
The flow captures the search goal and résumé metadata, then confirms when the person has enough to start.


Keep fit, constraints, questions, and approved evidence with the job.
The workspace connects prioritized opportunities to clarification and truthful tailoring. Generated material remains a version to review, not a silent rewrite of the master résumé.


Carry the same opportunity context into follow-up and interview work.
Internal Applied state, a two-day outreach task, and role-specific preparation continue the service without sending anything to an employer.


Help prepare the decision without making it.
Offer support separates known terms from open questions and prepares negotiation points. Hired closes the synthetic lifecycle after the person records a choice; it is not a measured hiring outcome.


// INNOVATION OPPORTUNITY & INVESTMENT BRIEF
Before more investment, separate what is known, working, hypothesized, and missing.
- Opportunity signal
- Hypothesis Job-search context may break as people move across discovery, application, follow-up, interview, and offer tools.
- Target user
- Hypothesis A white-collar job seeker managing several active opportunities and repeated preparation work.
- Value hypothesis
- Hypothesis Preserving approved evidence and decisions across the journey could reduce context reconstruction and improve decision confidence.
- Human + AI model
- Working evidence AI ranks, asks, drafts, compares, and prepares. The person approves truth and controls every employer-facing action.
- Feasibility
- Working evidence The current demo connects the complete First-Five workflow using synthetic data and browser-local state.
- Desirability
- Unknown No claim of validated demand, repeat use, trust, or behavior change.
- Viability
- Unknown Willingness to pay, acquisition, support cost, retention, and market size require research.
- Primary risks
- Overtrust, fabricated career claims, privacy loss, excessive automation, and a workflow that feels heavier than existing habits.
- Next investment
- Run controlled sessions that test first-use comprehension, correction, repeated utility, context persistence, and value. Use the evidence to advance, revise, pause, or stop.
// STAGE-GATE READINESS
Each gate asks for specific evidence before moving on.
// WORKING PRODUCT
Try the First-Five demo.
Start with simulated access, move through the connected opportunity workflow, and finish with offer decision support. The demo uses synthetic data and keeps consequential actions with the person.
Synthetic data only. No application, email, employer contact, negotiation, acceptance, or decline is sent.