Head to head

Stalar vs Rox

Rox arms enterprise account executives with an agent swarm on the data warehouse. Stalar runs the whole selling motion, prospecting included, for working sales teams. How the two divide the market.

Rox is the strongest version of a specific idea: every enterprise seller should have an agent swarm. One agent researches the account, another watches signals, another preps the meeting, another updates the systems, all running warehouse-native on the company’s own data. Sequoia backed it, the valuation reportedly crossed a billion dollars in 2026, and the users it names, Ramp, MongoDB, OpenAI, say precisely who it is built for. Stalar shares the agent thesis and serves a different seller, and the difference is mostly about what has to exist before the product works.

What each product assumes

Rox assumes the pipeline exists. Named accounts, a warehouse full of product and CRM data, quota-carrying AEs who need leverage on accounts they already own. The swarm makes those sellers sharper: deeper research, faster signals, meetings prepped, records updated.

Stalar assumes less, and builds the foundation itself. Most sales teams do not have a warehouse worth mounting agents on; their context lives in reps’ heads, inboxes and a trailing CRM. Stalar’s sales brain becomes that foundation: every prospect, conversation and touchpoint recorded and remembered, every interaction learned from. Agents apply it across the whole motion, mapping the market from a sentence with contacts priced per found, drafting outreach for approval, briefing meetings and keeping the existing CRM current from what was actually said.

Side by side

Rox Stalar
Built for Enterprise AEs on named accounts Working B2B sales teams, any market
Context foundation Your warehouse and systems Its own sales brain, built from your team’s interactions
Prospecting Out of scope; accounts assumed Core: market mapped, contacts found and verified
Outreach Seller-led, agent-supported Agent-drafted in your voice, human-approved
CRM Updates records in your systems Keeps your CRM of record current
Pricing Enterprise contract Pay per contact found

When Rox is the better pick

If you are an enterprise with named accounts, a serious warehouse and AEs whose constraint is depth rather than pipeline, Rox is the purpose-built answer, and the caliber of its early users is honest evidence.

When Stalar is the better pick

If the constraint is the pipeline itself and everything around it: finding the market, reaching the right people with data that holds up in any region, and a CRM that stays true without a data team behind it. That loop, measured on our own platform in the approval-loop numbers and the state of connected pipelines, is the whole product. The wider field sits in the AI SDR guide.

Frequently asked questions

  • What is the difference between Stalar and Rox?

    Rox gives each seller a swarm of agents that research accounts, watch signals, prepare meetings and update records, built warehouse-native for enterprises with existing account lists and rich data. Stalar covers the wider loop for working sales teams: a sales brain records all context without needing a warehouse behind it, and agents run the whole motion from it, mapping the market, building verified lists priced per found, researching, briefing, drafting and keeping the CRM current.

  • Who is Rox for?

    Enterprise account executives at data-mature companies: the pitch is a swarm per seller on top of the company's warehouse and systems, and its public users, Ramp, MongoDB and OpenAI among them, fit that profile. It raised at a reported $1.2 billion valuation in 2026.

  • When is Rox the better choice?

    When your accounts are already named, your data lives in a warehouse, and the job is arming quota-carrying AEs with research, signals and preparation at enterprise depth. That is the product's center of gravity and it is well funded to keep extending it.

  • When is Stalar the better choice?

    When pipeline has to be found, not just worked, and when the context foundation does not exist yet: Stalar's sales brain builds it from your team's own interactions, and agents carry the motion end to end, market mapped, outreach drafted and approved, CRM kept current, without a data team in the loop.

Why Stalar

Request access

A few details so we can prioritise your request, we're onboarding teams in waves.