✦ Research-Backed Implementation

Enterprise-scale RL.
$300K+ budget.

For enterprise teams where the stakes are production-grade and the timeline is real. We scope, architect, and deliver end-to-end RL systems — full implementation, your team upskilled, no black-box handoff.

25+
Years of RL Research
70+
Peer-Reviewed Publications
6,500+
Citations
100%
Research-Backed Work

What $300K+ buys

  • ✓Audited 58 experiments — independent benchmarking methodology applicable to LLM evaluation, AI due diligence, and stress-testing "the model can reason" claims.
  • ✓100×+ inference speedup — research-backed C port of a complex belief-propagation engine, with full semantic preservation and 18-test verification suite.
  • ✓108 experiments harmonized into one model — fragmented, multi-lab data unified with 0.88 mean correlation and 5.9% mean absolute error.
Book a free scoping call →

Free 30-min call · No commitment · Respond within 1 business day

‹ DataWorks home

Get expert eyes on your $300K+ RL initiative

30 minutes. No pitch, no upsell. We'll tell you honestly what RL would take to ship in your environment.

Almost done — just 2 required fields ↓

No commitment. We respond to every inquiry personally.

✓

You're on our list

We'll review your project and reach out within one business day to schedule your call.

Enterprise RL. Research-backed. Free 30-min scoping call. We respond within 1 business day.
Book a call →