SaaS becomes company context

Agents are now how people ask questions and get work done. The CRM, the BI tool and the warehouse stop being separate products and become one thing a company owns: its context. Here is what that is made of, and why we're building it.

Constantine Yurevich · 3 October 2026 · 3 min read

For twenty years, running a company meant renting software. A CRM for sales, a BI tool for reporting, a warehouse underneath, a CDP for events, an admin panel for the back office, and a dozen smaller tools in between. Each one kept its own copy of the customer, and each one was shaped for someone else's process.

That made sense when software was expensive to build. It makes less sense now.

Agents changed who builds, and who asks

Two things happened at once.

First, anyone can now describe an app and have an agent write it. A CRM shaped exactly like your sales process, a back office for your refunds, a report your finance team actually reads. The code is no longer the hard part.

Second, people stopped opening dashboards to ask questions. They ask Claude, ChatGPT, or one of the always-on agents that shipped this year, and they expect an answer, or the work done.

Put those together and most of the rented stack starts to look like a detour. You don't need a BI tool if the agent answers from the right numbers. You don't need to rent a CRM if your agent can build the one you want in an afternoon.

So why isn't everyone building their own?

Because the app was never the hard part. The hard part is everything underneath it.

Ask anyone who has tried to vibe-code a real internal tool. The screens come together in an hour. Then come the connectors to the systems the company actually runs, a database that won't fall over, sign-in for colleagues, who may see what, a warehouse for the history, metrics that match finance's, deploys, previews, an audit trail. That's where the project dies, and it's why companies keep renting.

What's missing is not another app. It's the primitives every app needs, already running.

What company context is made of

We think every company needs one place it owns that holds four things:

  1. Data. Everything its tools collect: ads, billing, product events, support, accounting, in its own warehouse.
  2. Objects. The things the business runs on: customers, companies, deals, products, orders, contracts, with their fields, the links between them, and the actions allowed on them. Palantir calls this an ontology. It's what a CRM or an ERP really is, minus the screens.
  3. Metrics. Revenue, pipeline, acquisition cost, defined once, counted from the same records, so every person and every agent gets the same number.
  4. Access rules. Who may see and change what, enforced the same way whether a person or an agent is asking.

On top of that sit the apps: the CRM, the back office, the finance pack, the marketing model. Each one is a view and a set of actions over the same objects, so they stop disagreeing about who the customer is.

Agents will keep changing. The context shouldn't.

This year alone brought Grok Bot, Muse and Dots, on top of Claude, ChatGPT, OpenClaw and Hermes. Next year will bring others. If your company's context lives inside one agent, in its connectors, its uploaded files, its memory, every switch is a rebuild.

If it lives in a place you own, switching is one connector. A new agent, or a new laptop, starts from everything your team already set up: the same data, the same objects, the same metrics, the same access rules.

Why we're building it this way

This is SegmentStream Cloud. We spent ten years running data infrastructure for marketing teams, and the lesson was always the same: the value is in the company's own data and definitions, not in the tool that displays them.

We're also not stopping at the platform. Most companies don't have the engineering capacity to model their business and build the first apps, so we work the way Palantir does: our forward-deployed engineers come in, put the company's context in place, and build the first apps with the team. After that, the company and its agents keep building.

The SaaS you rent today becomes context you own. That's the bet.

See how the pieces fit on the platform: the ontology for the records your business runs on and how it counts them, and MCP tools and an API that let any agent use both.

Want it for your company? Start a pilot: our engineers build the first version on your data in two weeks, at a fixed price. Self-serve opens to the waitlist this fall.

Enterprise pilot

Start a pilot.

Our forward-deployed engineers build one solution on your data, in your own workspace, as code you own. Tell us what you run today and what you want; your note goes straight to our founder.

  • One solution, on your data, in your own workspace
  • First version live in two weeks
  • Parity proven before anything is switched off
  • Fixed scope and price, credited to your contract if you continue

Not ready for a pilot? Send the form anyway with your question. An engineer will reply, not a sales rep.

How the pilot works

Goes to our founder’s inbox. No sales queue, no newsletter.

Your company’s software, built by agents, owned by you.

Start a pilot

Our engineers build the first version on your data in two weeks, at a fixed price.

Or join the waitlist for self-serve:

We’ll email you product updates, tips and onboarding help. Unsubscribe anytime.

Self-serve opens to the waitlist first.