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
An AI venture team with a memory.
Neven is being built to connect research, validation, building, and selling in one workspace—with shared decisions, model choice, and your approval. Start with a team that questions the idea before you commit to it.
First beta: research, opportunity assessment, and a next-test plan. Join the list now; access opens by invitation when ready.
Different roles. One continuous record.
The work carries forward.
The intended experience: each role starts with the evidence and decisions that came before.
01
Researcher finds the signal
The source stays attached to the question
02
Analyst challenges the idea
The objection stays attached to the decision
03
Founder chooses the next step
The decision becomes the next brief
The principle
Keep the evidence.
Challenge the conclusion.
Illustrates the intended experience. No live customer data or results.
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
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’ve used Neven internally to explore opportunities, including the broad idea behind Neven itself. That work has exposed both useful questions and mistakes to fix.
The idea gets challenged.
Our early assessment flagged the broad AI-company category as crowded. That raised a useful question: which customer and first workflow should Neven serve?
A confident number can be wrong.
A search for “trades” also found stock-trading sites. That result belongs in the development record, with its limitation visible—not in a claim of verified market insight.
The next run should be better.
We preserve earlier outputs so changes can be examined. The first beta will help test whether this approach produces useful decisions for other founders.
Open the historical assessment archive
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.
Download the historical records, query text, and domain lists. 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.
Why Neven exists
Building is only part of the work.
Neven’s ambition is a venture workspace where AI roles share the evidence, decisions, and outcomes of building a business. The next milestone is a useful first beta with real founders. For investor conversations, we’ll start with the product, the development record, and what remains to be proven.
How we handle your signup information
We store the email address, interest, and optional context you submit so we can respond to your request. 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.
Signup records are stored using Cloudflare. The site also requests fonts from Google Fonts. These services may process connection information when serving the page. A session-only campaign tag in your browser helps attribute your signup; it is not an advertising tracker.
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.