95%
Fewer tokens, same query
5.5×
Faster, same model
1st turn
Trusted answers
Same AI
The difference is architecture
Teams run with Computer





Same model. Same query.
We ran them side by side.
The query
“For each high-priority engineering issue open right now, which customer accounts have open support tickets in the same product area?”
|
|
|
|---|---|---|
Tokens | ~3.2M tokens per run | 157K tokens per run 95% fewer |
Speed | ~9 min per run | ~1.5 min per run 5.5× faster |
Accuracy | 3+ turns to converge | 1 turn verifiable First try |
Schema | Re-discovers every time | Shared Memory |
Both tools run the same AI model (Sonnet 4.6). The gap isn’t about a smarter model — it’s about an architecture that remembers instead of re-discovering.
Claude stops at the conversation. Computer starts there.
Claude stops at the conversation. Computer starts there.
Why Computer can answer when Claude cannot
One Shared Memory across every team
One knowledge base. Every team, every AI interaction, full context. What your company learns stays learned — for everyone, not just the person who asked.
Trusted Answers, not chat responses
Answers come straight from your systems, not summaries of documents. SQL gets the full picture. Permissions make sure every person gets only theirs.
Safe Actions , not just suggestions
Logged, reversible, human-in-the-loop. Computer executes — updates tickets, routes escalations, triggers workflows — not just suggests what to do.
Multiplayer AI that lifts every team
AI that works across people, not just for one person at a time. Context flows through handoffs and conversations — the team gets smarter together.
Hardened Skills from day one
Production-ready skills from day one, not a blank canvas. Every skill runs inside your security boundary with full audit trails.
Your business needs more than an LLM.
See how Computer turns your structured data, customer context, and cross-system relationships into answers and actions. 30-minute demo, no commitment.
Same-day POC · Usage-based pricing · No minimum commitment
Computer+ Apps
Our customers
Initiatives
