THE PROBLEM: SCALE, AND TRUST
95% of enterprise-level AI fails. Because it’s not fit for purpose.
Only 5% of enterprise AI pilots drive real change. 80% of companies report no significant bottom-line impact. The average initiative takes 2-4 years to show ROI – far beyond the 7-12 months leadership expects.
Every session starts from zero.
No Native Shared Memory means no awareness of mission, workflows, or relationships between systems.
Generic models lack institutional context.
Mainstream models don’t understand your mission-critical workflows, people, and vital safety guardrails in place like Computer.
Costs scale – and scale.
The more data you add, the more tokens mainstream AIs burn rediscovering context that Computer always remembers.
Zero audit trail, or transparency.
Most AIs are black boxes. In oversight, health, and defense missions, that’s dangerous.
Siloed tools can’t connect.
Mainstream models can’t connect a deadline shift in ops, an IT system outage, and vital meeting notes. Computer connects every dot.
OUR SOLUTION: ONE SHARED MEMORY
The only AI with Native Shared Memory. The only AI you can trust.
Computer doesn’t burn time and tokens relearning your organization every session. Our patented, persistent knowledge graph pre-computes relationships across all your data. So when your team asks a question, Computer doesn’t guess – it knows.
Precision
Every source is cited. Every response can be tracked and traced back to your systems. Which means no dangerous hallucinations.
This precision also means lower, more stable costs. Because Computer doesn’t search blindly across your data.
Efficiency
That Native Shared Memory exists as a pre-built digital twin of all your data. Answers and actions are faster, because Computer remembers – and understands – everything.
Even better: Computer gets smarter, every day. On day 1, it’s impressive. On day 60, it’s invaluable.
Safety
Your permissions and guardrails = Computer’s permissions and guardrails. Safety is baked in, always. If someone doesn’t have permission to see data, Computer can’t even access it.
That means no backdoors. No shadow access. No unauthorized escalation. And Computer ships audit infrastructure as the foundation, not a patch.
HOW IT WORKS
Better architecture. Better results.
01.
Seamless integration
Computer integrates with the tools your teams rely on – ITSM, project management, asset databases, and document stores.
02.
AirSync
Our patented sync engine continuously imports and organizes data from connected systems – no migration or rip-and-replace required.
03.
Native Shared Memory
This single source of truth stores all objects, relationships, and context across every connected system. Context compounds over time, rather than resetting to zero.
04.
AI Agents
Computer let’s anyone authorized to create powerful agents that answer questions, execute actions, and draft responses – all powered by full organizational context. No coding needed.
Proven results
Computer and Claude Code run the same Opus 4.8 model. The difference isn’t the LLM – it’s the architecture built around it. At enterprise-grade data volumes, Computer’s Native Shared Memory delivers. Big time.
Results from Enterprise-Bench, the AI industry's first open, vendor-neutral benchmarking system.
4.4×
fewer tokens used
Identical tasks, both using same Opus 4.8 model
48%
more accurate
94.3% vs. 63.6% – on XL enterprise dataset
10/10
consistency
On multi-step questions vs. 3-8/10 failure
5.5×
faster
1.5 min vs. 9 min, for the same multi-system query
DEPLOYMENT YOU CAN DEPEND ON
Coexistence, not rip-and-replace
Most enterprise AI is built around models.
Computer is built around memory.
Computer is the only AI built for how federal agencies and teams think, work, and act. Get in touch, and we’ll be proud to show you how.
Contact our federal team: federal@devrev.ai
Computer+ Apps
Our customers
Resources
Initiatives
