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DTrain is a structured 6-phase methodology that takes your business from "exploring AI" to running production agents — with continuous improvement built in.
Six phases, each building on the last. The cycle repeats — each iteration is faster and produces higher-quality agents.
BOM agents survey your business across 5 domains: Operations, Sales, Customer Service, Finance, and HR. Each domain scores your automation readiness (0–100). You get a ranked list of high-impact automation opportunities before writing a single line of code.
DIRMACS engineers implement the approved sprint plan — writing TOON agent configurations, connecting your data sources, and integrating with your existing tools. Each agent is deployed to ARES with version control and rollback capability.
Your tenant is provisioned on ARES. API keys are issued. Agents are activated and tested against real data. Your team gets onboarded through the enterprise portal — no engineering setup required on your end.
DWatch runs health checks every hour. Anomalies become DWatch dissues — tracked tasks with priority levels. You see usage metrics, error rates, and agent performance in your portal. No surprises, no downtime.
Sisyphos Train evaluates agent responses across 4 quality dimensions. DTune creates improvement tasks from evaluation results. Prompt updates and model upgrades are deployed without downtime — the improvement cycle runs on autopilot.
With proven ROI from your first agents, DGrow identifies expansion opportunities: new business domains, higher usage tiers, additional integrations. The DTrain cycle restarts — each iteration faster than the last.
We ran our own platform through a full DTrain cycle. Here's what we built and what we learned.
Identified 6 automation domains across our internal operations. Highest-impact: sprint planning, CRM management, and agent quality improvement.
Deployed 17 production agents across BOM, GTM, monitoring, and healthcare verticals. All TOON configs committed with version control. Full Sisyphos eval pipeline integrated.
Fresh eval: 9/9 agents PASS (avg 86/100). Sisyphos automatically detected 20+ improvement opportunities. DTune closed the loop with prompt updates — no human intervention required.
The DSprint assessment is always free. Commit only after you see the results.
Consultants deliver a report. DTrain delivers running agents. You get a repeatable system — not a one-time engagement.
No. DIRMACS handles all technical implementation. Your team uses the enterprise portal to see results and provide feedback.
DWatch detects anomalies. DTune improves quality over time. Every agent has a rollback capability — you can revert to a previous version in seconds.
Most clients see measurable time savings within 2 weeks of DLaunch. The DSprint report includes a projected ROI estimate before you commit.
Yes. Each client has an isolated tenant on ARES. No cross-tenant data access. All API calls are authenticated. On-premise deployment available for Enterprise.
The assessment is free and takes 20 minutes. You'll walk away with a prioritized automation roadmap — no commitment required.
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