Evidence you can inspect
Sources and uncertainty stay visible. An assessment is a starting point for your judgment, never proof of demand, and a heuristic score is labelled as one.
In development · Pre-launch
From an idea
to your first
paying customer.
An AI venture team that builds companies, not slide decks. It reads the market, finds the people who already have the problem, drafts the outreach, and keeps every decision and its evidence — so the next idea starts from what the last one taught you.
- Finds who already has the problem
- Drafts the first message
- Keeps the evidence with the decision
6sIdea to market reading
4Sources searched live
0Invented competitors
14 vendors, clustered on the same claims
One position nobody is defending
Illustration of the reading, not a live assessment.
Built around a founder’s question
“I can build it.
But is there a good reason to?”
For solo B2B founders with an idea or market to investigate—and small studios that evaluate opportunities repeatedly.
The vision · One connected venture loop
From finding a problem
to finding a customer.
Specialist AI roles, a shared record, and a founder in control. We’re building toward the whole loop, with a focused first beta.
- 01
Find
Look for recurring customer pain.
First-beta focus - 02
Challenge
Question the opportunity. Stop or revise weak ideas.
First-beta focus - 03
Validate
Plan a demand test; then learn from real responses.
Planning first - 04
Build
Turn a supported decision into a product brief and build.
Broader roadmap - 05
Ship
Check the result and approve what goes live.
Broader roadmap - 06
Sell
Reach customers and feed outcomes into the next decision.
Broader roadmap
The first beta is being shaped around a research brief, an opportunity assessment, and a next-test plan. The full loop is the product direction, not a claim of end-to-end autonomy today.
The product principles
A team that can
question your idea.
These are design commitments for how Neven should behave, not features you can use today.
Decisions that stay together
The reasoning carries from one attempt into the next, including the ideas you decide to stop pursuing, so the same ground is not re-covered from scratch.
Nothing leaves without you
Emails, published pages and payments are proposed for your approval, never sent automatically. That boundary is enforced in the system, not requested in a prompt.
Your models, your costs
Different roles can run on different models, including local ones. Spend is attributed per role so you can see what each decision cost.
What makes the workspace different
More than the answer
to a single prompt.
Keep the context between tasks, choose how the work runs, and decide what goes out. These foundations are in development; the first beta will have a focused scope.
A shared decision history.
Keep assessments, work, and outcomes in a persistent record. Recall earlier verdicts when a similar idea comes back, so a new attempt can build on what was learned.
Development foundationEvent history and decision recall
The model fits the job.
Choose models for different roles and track recorded usage and cost. See the assumptions behind a cost comparison rather than a blanket savings promise.
Development foundationModel routing and usage accounting
Approval before action.
The action layer queues email, publishing, and payment actions for approval. Review what is proposed before deciding whether it should happen.
Development foundationProposed actions and approval queue
A map of the opportunity.
Connect signals, problems, and markets to look for gaps in the evidence collected. Use gaps in the map to guide further research, with the coverage of the collected evidence kept in view.
Development foundationOpportunity graph and gap discovery
What is actually built
Not a prompt.
A venture pipeline.
Every part below runs today, offline-tested, on an append-only record. The first beta opens a narrow slice of it.
It reads where demand actually is.
Collectors across Reddit, Hacker News, GitHub issues, job boards and Product Hunt, deduplicated by content hash and clustered only when two independent sources corroborate. Feature requests are weighted by reaction count, because a thumbs-up is a vote with a name on it.
It argues with you before you build.
Crowding and claim-overlap measured from live vendor pages, not recalled from training data. Crowded and identical is an opening; crowded and differentiated is a wall. A sparse lane is treated as a warning, because empty usually means nobody pays.
It finds the people, and writes the message.
Public posts from people describing the problem, qualified in three stages, with every draft checked after generation — no invented customers, no invented quotes, no claim the product cannot support. A failing draft is withheld rather than flagged.
Revealed demand, or it does not proceed.
Clicks, signups, preorders, letters of intent and payments count. Verbal interest and survey answers never do. Gate decisions are logged as predictions and scored against what actually happened, so the judgment is measured rather than asserted.
Nothing leaves without you.
Email, publishing and payment actions are proposed, gated and queued. A human approves each one. Deployed pages carry tracking that turns a real click into demand evidence on the venture it belongs to.
The next idea starts informed.
Every assessment, objection, kill and outcome is an immutable event. Bring a similar idea back and it tells you what was decided before and why — the part that makes the tenth venture cheaper than the first.
Help shape the first beta
Early enough
to have a say.
Bring a real idea or a market you’re investigating. We’re looking for founders and small studios who want to test the first workflow and share candid feedback.
Register your interestRegister interest
Tell us what you’re trying to investigate. Signing up does not create an account or provide immediate product access.
A focused, assisted beta
We plan to start with a small group and a narrow research workflow. Scope and onboarding details will be shared before you join.
Build from what proves useful
Broader automation, building, and sales workflows are part of the vision. They are not a promise of first-beta functionality.
Be part of the beginning
Bring a real question.
Help shape Neven.
Join the early-access list, or register investor interest. No payment is taken. Beta timing and pricing are not announced yet.
Building Neven in the open
Keep the record.
Improve the judgment.
We ran the critic against our own shortlist before building any of it. Two of those ventures are dead because of what it returned, and that is the point of the tool — the cheap no comes before the expensive yes.
Caught before we shipped.
AI call screening for trades came back with 14 vendors and 6 comparison pages already written. A dental-lab workflow came back with 13 and 11. We had started building the first. Finding that in an afternoon instead of a quarter is the point — the time went into the next idea.
A confident number can be wrong.
A search for “trades” also returned stock-trading sites, and that inflated a vendor count. You can see every source behind a reading, which is the only way to catch that kind of error yourself.
The next run should be better.
Every reading is kept, so a later idea starts from what the earlier ones taught rather than a blank page. The first beta tests whether that record produces better decisions for other founders too.
Open the summary table
Read as an archive, not as market advice. These nine internal assessments came from an earlier scoring method. Some candidate domains were unrelated to the intended market; repeated results and broad domain counting could affect the scores. They have not been recomputed or verified as current market conclusions.
| Idea assessed | Date | Original score | Original label |
|---|---|---|---|
| Call screener for trades Known query ambiguity | 0.80 | Crowded | |
| Call screening for contractors | 0.80 | Crowded | |
| Receptionist for tradespeople | 0.80 | Crowded | |
| Freight broker workflow | 0.57 | Contested | |
| Dental lab automation | 0.80 | Crowded | |
| Trucking compliance | 0.80 | Crowded | |
| Advisor compliance support | 0.80 | Crowded | |
| Medical billing appeals | 0.87 | Crowded | |
| Autonomous AI company Relevance not verified | 0.80 | Crowded |
A score is a heuristic, not a probability of failure. Several records assess related ideas. A crowded category can still contain a useful, differentiated product.
A limitation we found: one “trades” search also returned stock-trading sites. The original domain counts therefore need relevance review. These records preserve what the system reported. The domain lists need relevance review before they can support competitor counts.
These records are summarised above. Original result-page URLs and snippets are not included in these records. Historical scores have not been rewritten to reflect later improvements.
Internal development history, not customer results. Neven has no external users yet.
Before you sign up
Before you join.
Can I use Neven today?
Not through a public product signup. Neven is in development. This page collects interest ahead of a private beta; it does not provide immediate access.
What will the first beta include?
Our initial focus is researching customer pain, examining alternatives, and planning a demand test. The exact scope is still being developed. We’ll explain what is available and where assistance is needed before you join.
Is the beta free? Do I need model API keys?
Beta pricing and setup requirements are not finalized. Model choice and bring-your-own-key support are part of the product direction. We’ll explain any Neven fees, model costs, and setup requirements before you decide to participate. Signing up here is free.
Does Neven have customers or proven results?
Neven has no external users or customers yet. The assessment log comes from internal development, and the hero illustration is a concept preview. Neither is evidence of customer revenue, savings, or successful deployments.
Will Neven build and run a whole business for me?
That is broader than the first beta. The long-term vision connects research, validation, building, and selling, but we are starting with one focused workflow. Neven does not guarantee demand, business success, or revenue.
Can investors get in touch?
Yes. Email hello@nevenai.com, or choose “An investor conversation” in the form. Neven is at the development stage, with no user traction to report yet.
For investors
The thesis,
and what is built.
Where the compounding comes from, what runs today, and the order the next milestones land in.
The thesis
Software made building cheap. Deciding what to build stayed expensive, manual and badly remembered. Neven compounds that judgment: every assessment, objection and outcome is an event, so the tenth venture is cheaper to evaluate than the first. The moat is the record, not the model.
Why now
Retrieval and generation are cheap enough to run a full discovery loop continuously, and durable enough to keep an auditable record of why each call was made. Both had to be true; until recently only the first was.
What exists
An append-only event store, a corroboration-gated signal bus, an opportunity graph, a stage-gated venture factory, a fleet of role-parameterised agents, a human-approval action layer and a calibrated learning loop. Around 560 tests, offline, provider-independent.
Where it goes next
A first beta with a small group of founders on one narrow research workflow, then calibrating the verdict against what those ventures actually do, then discovery running continuously rather than on demand. Each step is gated on the one before it producing something useful.
How we handle your signup information
We store the name, email address, interest, and the idea or context you submit so we can respond to your request and send you the assessment we ran. We also record the signup time, country provided by our hosting service, and campaign tags to understand where interest comes from. Our signup record does not store your IP address.
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Development updates are optional. Leaving that box unchecked does not affect your early-access request. If you previously signed up under our one-opening-email promise, that promise still applies.
To correct or remove your signup, or stop future contact, email support@nevenai.com from the address you registered. We use this information to manage pre-launch interest and respond to requests; we do not sell the signup list.
This notice describes this signup page, not the future product’s data handling.