AI knows the world.
Your team knows your world.
Your business. Your figures. Your documents. Your preferences. Your calendar. Your profession. Oneeno brings that knowledge together and builds your personal Business and Personal team around it.
Here is how it works, technically.
One AI core. Your world around it.
Oneeno consists of several layers that work together. The core provides intelligence and coordination. Your Fit determines what matters to you. Around it sits the knowledge and information your team needs to get to work straight away.
The integrations. Filled: fetched ahead. Open: called live, in seconds. Dotted: open slot.
1 · Core
The intelligence that listens, reasons, delegates and directs specialist team members.
2 · Your Fit
Your preferences, priorities, way of working and rules. Not what is good on average, but what is good for you.
3 · Ready for you
Your current working layer: files, figures, knowledge and relevant information your team can use straight away.
4 · Integrations
The connection to your calendar, mail, documents, business software and the other systems your team works with.
One team. Different kinds of intelligence.
Not every task calls for the same model. A conversation calls for speed. A complex analysis calls for more reasoning power. Specialist research calls for depth.
Oneeno decides per task which intelligence is needed, and has specialist team members work together on the result.
Conversation, recognition and routing.
Everyday analyses and tasks.
Research and complex questions.
The hardest tasks.
Continuity when a model or service is unavailable.
Oneeno can use different AI models for this. The models in use may change; your team's setup and way of working remain.
The rings make this possible. Because Ready for you and your Fit are already up front, a light model in the conversation can still give an answer that fits you exactly. What is fixed is also reused instead of read again every time: faster and cheaper.
Not what is good on average. What is good for you.
Your Fit turns preferences into choices.
Oneeno remembers not only that you like something, but also how much it weighs for you. Distance, quality, price, speed, style, source quality and other criteria can all count differently.
Attributes · restaurants
Sources · who gets a say
| Attribute | Weight | Bistro Noord · match | Bistro Noord · contributionBistro | Oud & Vertrouwd · match | Oud & Vertrouwd · contributionOud |
|---|---|---|---|---|---|
| Newly opened | 9 | 1.00 (open 3 weeks) | 9.00 | 0.00 (open 12 years) | 0.00 |
| Rating | 8 | 0.86 × 0.9 = 0.77 | 6.19 | 0.90 × 0.3 = 0.27 | 2.16 |
| In your area | 7 | 0.90 (2 km) | 6.30 | 1.00 (1 km) | 7.00 |
| Budget | 5 | 0.80 | 4.00 | 1.00 | 5.00 |
| Type of cuisine | 4 | 0.50 | 2.00 | 0.70 | 2.80 |
| Score | 33 | 27.49 → 83 | 16.96 → 51 |
Why in code and not in the language model: a language model does not weigh numbers the same way every time. The model does what it is good at: reading from a review whether something is new and how it is rated. The code does the arithmetic. That makes the answer fast and explainable.
The result is not a generic recommendation, but a choice that fits your priorities.
With the same data, criteria and weights, the calculation is reproducible. If your preferences or the available information change, the outcome can change too.
You don't have to train Oneeno. You get to know each other by working together.
During setup we capture the most important preferences, knowledge, sources, rules and ways of working. From then on, your Fit is sharpened by what you choose, adjust, confirm and add.
Set up → Use → Adjust → Remember → Ever more in tune
You stay in control. Not every single action has to become a new preference. The team tells one-off choices apart from information that is relevant to you over time.
Set up
One conversation per topic: restaurants, travel, sport, culture; for business, one per team member. The assistant proposes weights, you confirm or adjust. You connect your folders, sources and systems; we don't see the content.
Knows you
After a dinner, event or meeting, a short question: how was it? The answer goes into Ready for you and shifts your Fit. What she infers quietly, she checks with you once a day.
Prepares
Every night the scouts set out with your Fit: what's new in your area, on your topics, from your sources, and what's happening in your market and projects.
Thinks ahead
An appointment elsewhere in your calendar puts the scouts to work in that area. A weekend in Lisbon becomes a travel plan with tables, courts and openings that suit you, ready before you leave.
Your team doesn't have to start from scratch every time.
Much of AI starts every task from scratch: searching, reading and gathering context. Oneeno makes sure relevant knowledge and information can already be available before you ask.
Ready for you is your team's current working layer.
It holds your own documents, figures and company information, supplemented with relevant information gathered and prepared for you in advance.
Prepared at night. Straight to work by day.
While you're not working, scouts can gather, check, organise and update information. So your team starts the next day with a head start.
During the day the team uses what is already prepared and processes new information. It can create and edit documents, run calculations, save new versions, look up information and carry out tasks.
"I have three. Bistro Noord, open three weeks and highly rated in the magazine you weigh heavily. Zuid, with a new chef since Monday. And your favourite, De Kade, where you loved the food; do park at the back, though."
"What do the new Dutch box 3 rules mean for the rent on the canal-side properties?" Your CFO answers right away: the properties, the leases and the rules were already in place, updated overnight.
Prepared where possible. Live where needed.
Examples with invented names. With every choice you hear why, so you notice the team knows you.
Your own information is not an attachment. It is part of your team.
Documents, spreadsheets, reports, project folders and other relevant information become part of your Oneeno team's working environment.
So a CFO doesn't have to keep asking which forecast is the right one, and a strategist doesn't have to reread the same background papers again and again.
Your team keeps working. Without losing your previous work.
Adjust a forecast yourself? Then the team works with that new version. The CFO changes something? That is recorded as a new version too.
That way you can see what has changed, and the team carries on with the current information without simply overwriting earlier versions.
Always there
Your folders, files, figures and company information never need to be searched for. They are ready, and the team knows them.
Editable
Say what needs to change, even on the road. The team member in charge adjusts it: the CFO the forecast, the writer the presentation.
Versioned
Every change can be traced: when, by whom or which team member, and what changed. "Set the forecast back to Tuesday" is one sentence.
Not one AI that does a bit of everything. Specialists who work together.
A financial question doesn't just go to a language model. The CFO uses your figures and projects. The strategist looks at the consequences for the business. The lawyer can assess the relevant terms or risks.
When a task touches several disciplines, the specialist team members work together.
Every CFO can do the maths. Your CFO calculates with your projects.
A CFO who proposes a cheaper alloy for a bridge to raise the margin calculates correctly and thinks wrongly. Your CFO knows the projects, has been briefed by the chief engineer through the shared project file, and puts nothing up for signature without the lawyer. Everything he needs is in Ready for you: no big search, just an immediate answer. The same core, but a different team.
Team A · property in the Randstad
Team B · bridge building
| Team member or component | What it does |
|---|---|
| CFO | Calculations, scenarios, forecasts, with your figures and your projects |
| Chief engineer | Civil, mechanical, electrical or process: guards what must not shift technically, and briefs the CFO |
| Lawyer | Reviews everything before it goes for signature |
| Project file | The shared memory per project: what was decided, what changed, who said what |
| Your bookshelf | The books, subscriptions and methods you choose: your own copies, for you alone, with the source on every answer |
| Trade information | Every night per specialist: market, rules and innovation, ready in the ring |
| Outside the field | A question outside the specialism takes a little longer, and lands in your inbox |
Your team doesn't work alongside your systems. It works with them.
Oneeno can be connected to the systems that matter for your work: for example calendar, mail, documents, business software and other data sources.
Technical adapters let different systems work with the team in a controlled way.
| Service | What the team does with it | When |
|---|---|---|
| Company register | Company details for a name, a quote or a new contact | live, for a new name |
| Calendar and mail | Making and moving appointments; an appointment elsewhere directs the scouts | ahead, on every change |
| Telephony and voice | Calling on your behalf, listening in, the debrief | live, during the call |
| Weather, travel time, sport, news | What is happening around your appointments and interests | ahead every night; travel time live |
| Review platforms | Ratings via an official integration, weighed by your Fit | ahead, every night |
| CRM and project software | Customers, deals and the last contact, for the networker and the CFO | ahead, on every change |
| Accounting | Figures straight from your accounts for the CFO | ahead, every night |
| Paid databases | Legal and business sources on your subscription | live, when needed |
An integration is an adapter: a fixed piece of code per service, with the owner's key, fixed schemas and a fallback if the service briefly does not respond. A new integration does not touch the rest. There are two kinds. Most fetch ahead: at night or on every change, so it is in Ready for you. Others are called live, the moment they are needed: a name in the Chamber of Commerce register, a call, the current travel time. That takes a few seconds. The owner switches on every integration personally, and can revoke it.
What is already known is ready. What needs to be current is fetched live.
Not every question has to go back to the internet. Your own documents, known data and prepared information can be available straight away.
When current information is needed, such as a price, availability, a change or a recent development, the team uses the right current source or integration for it.
What is already prepared can be used straight away.
Because relevant context can be available in advance, the team doesn't have to gather the same information again for every task.
Do you build a service that helps entrepreneurs? Connect it as an integration.
Your API
You describe what your service delivers and how to call it.
Our adapter
We build the plug, with fixed schemas and a fallback.
The right ring
Your data goes into Ready for you, weighed by the owner's Fit.
The owner chooses
He switches on the integration with his own account, and can revoke it.
Get in touch via oneeno.nl/contact
Your team has its own working environment.
Your Fit, knowledge, files and relevant data are not treated as one big general prompt. Oneeno organises them as parts of your own working environment, so specialist team members can work with the same current context in a controlled way.
Every owner has their own separate data and working environment.
Every owner has their own instance on their own server, with their own database. There is no shared pool of customer data. The components talk to each other through fixed interfaces, so each one can be replaced on its own: a different voice model, a different language model provider, a new adapter.
Python and FastAPI, SQLite per owner, a dedicated server per owner, encrypted backup that is readable without us.
| Building block | What it does | How |
|---|---|---|
| Channels | Talk, type, call; answers that come later are in the inbox | Web app on phone and computer; telephony via a calling platform |
| Speech | Understanding and speaking, letting you finish | Realtime speech with a fast conversation model; you choose the voice |
| Router | Understands what you mean, picks topic and team member | Fixed patterns for speed, a language model when it is unclear |
| Ready for you | Per topic the newest and the familiar, ready to use | Tables per owner, refreshed every night; ready to use |
| Your folders | Files, figures and company information: always there, visible at a glance, editable | Version control: every change a version with time, author and diff; can be restored |
| Fit | Weights per attribute and per source, the score, the reason | Score in Python, explainable step by step; shifts with every judgement |
| Model table | Picks model, reasoning level and ceiling per type of task | One settings file per owner; switch without rebuilding |
| Language models | Thinking, writing, searching when needed | Claude from Anthropic on the owner's key; fixed knowledge up front and reused (prompt caching); Mistral as reserve |
| Scouts | Fill Ready for you, per topic and per specialist | Scheduled rounds between 01:00 and 07:00, plus immediately for an appointment elsewhere |
| Adapters | Fetch data from other services and report what happens | One adapter per service: REST and JSON, webhooks, fixed schemas, retries |
| Tasks and inbox | Work that takes longer keeps running when you hang up | Task in, task number back, track the status; the result in the inbox |
| Ownership | Everything stays the owner's, and stays workable | A dedicated server per owner, SQLite, encrypted backup that is readable without us |
Know what your team bases its work on.
Good AI is not only about the answer, but also about the information that answer is based on. That is why, where relevant, Oneeno takes into account the source, timeliness, version and origin of information.
So the team can tell your own data, prepared information and current external sources apart.
Faster, leaner, explainable, and yours
Fast
What is already prepared can be used straight away. The team doesn't have to gather the same information again for every task. That is why a question never feels like a prompt.
Lean
A light model where possible, the heavy one where needed, with a ceiling per task. The scouts work at night, when there is capacity. You pay per use on your own key.
Explainable
The Fit calculation is in code, with the reason for every choice. The same question gives the same order.
Yours
A dedicated server and database per owner. Your sources stay separate and are never shared. A backup is readable without us.
Extensible
One adapter per service and one engine for every topic: restaurants, golf, padel, galleries, clubs, or your CFO's field.
Robust
A reserve model if a provider fails, retries on an integration, and a test centre that approves every new version.
The examples on this page use invented names.
This is what 'made to measure' means at Oneeno.
Not a different-coloured app.
Not a longer system prompt.
Not just an AI that remembers your name.
A team set up around your knowledge, preferences, work and life, and able to work with them every day.
Your team. Your Fit. Your edge.
This is how we set up your team.
In an introduction we look together at what counts for you, which sources have a say, and which folders and systems belong to it.

