Agents wired into the systems your team already uses
Less copying between systems. Agents read and write in your CRM, ERP and ticketing, each tool with its own credentials and every call logged.
Three-agent product advisor guiding customers through print-order configuration.
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HIPAA-compliant guideline-executing triage — 44% to 98% on the open 50-scenario benchmark.
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Text-to-workflow agents building validated node graphs inside the platform.
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Supply chain intelligence agents reducing manual coordination overhead.
AI agent implementation for a global automotive enterprise.
Bilingual English/Arabic agent inside ARIJ's Moodle environment, answering only from ARIJ's own knowledge base.
Read case studyDuplicates after timeouts, admin keys that can delete, changes nobody can trace.
Where it stallsOne service account can touch everything.
What we do Each tool gets its own scoped credentials.
Where it stallsFree text goes straight into your systems.
What we do Inputs are checked before every call.
Where it stallsA timeout retry creates a second order.
What we do Retries do not duplicate; failures undone or flagged.
We start from your systems as they are, API or not.
We list every system the workflow touches and rate each action by what a mistake would cost.
Each tool checks its inputs before the call and can touch only what its job needs.
Mixam's product advisor acts through tools; conversion to a final sale rose from about 20% to about 40%. Each call is logged with its run, inputs, result and approver; credentials stay in your secret store.
Open standards, open-source tooling and published research, all public, so you can check our engineering before you hire us.
Shaping agentic AI
The Linux Foundation formed it around Anthropic's MCP, OpenAI's AGENTS.md and Block's goose. AWS, Google and Microsoft are platinum members. In its own words: “Together, we're shaping the future of agentic AI.”
Open source
Framework contributors
We maintain our own open-source agent framework and contribute fixes to the frameworks our agents run on, through official partnerships with their teams. Breaking changes reach us before they reach your codebase.
Research
Peer-reviewed papers on agent architectures, evaluation and AI security, and an open benchmark anyone can rerun against our results.
Track record
Our client agents were in production before most of today's agent frameworks had a stable release. You get a team that already knows what breaks between a promising demo and a system people rely on every day.
The agent drafts each workflow and checks it in several steps before it runs, so engineers skip hours of setup.
2 hrsto prepare a workflow by hand
3 minto generate one with the agent
Three agents and 15 tools walk customers through print-order configuration, across more than a billion product combinations.
~20% → ~40%conversion to a final sale
96%+web-to-print orders handled end to end
The model answers the assessment questions. The guideline decides the disposition, the same way every time.
44% → 98%accuracy, raw LLM vs guideline-executing
94%weighted F1 across 591 scenarios
An English and Arabic agent inside ARIJ's Moodle that answers only from ARIJ's own knowledge base.
1% → 100%of inquiries answered, desk vs agent
22countries the network covers
Each path starts with a free call with a founder or senior AI engineer. A build goes ahead only after its Proof of Value meets the agreed threshold.
We map one workflow with your experts and agree a success threshold before any build.
Best whenYou want the success test agreed before you commit to a build.
Bring the workflow and its systems; we show how each one connects.
Prompt injection will get through. AI agent security depends on what the agent can do when it does: break the lethal trifecta and enforce limits in code.
Why system access (VPNs, API keys, ERP exports) belongs on the critical path of an agentic AI project, with a named owner and deadline.
How agentic RAG changes architecture, knowledge and access control: corrective vs self-reflective designs, what they cost, and where permission checks belong.