✦ Research-Backed Implementation

Production-grade RL.
$100K–$300K budget.

Most RL projects die at the research→production handoff. For 25+ years we've solved exactly that — for your industry, your data, your constraints. We ship working code and upskill your team in the process.

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

What $100K–$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.
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Frequently asked questions

What does a $100K–$300K engagement with DataWorks cover?

Each engagement delivers production-grade RL: an audited experimental methodology, a research-backed port (for example, a 100×+ inference speedup of a belief-propagation engine with full semantic preservation), and harmonization of fragmented multi-lab data into a single model. We ship working code and upskill your team along the way — no black-box deliverable.

Why the $100K–$300K range and not a smaller scope?

This band funds a real production implementation rather than a research prototype. Smaller budgets usually stop at the research→production handoff — exactly where most RL projects die. $100K–$300K is enough to bridge that gap on a real problem.

How does the engagement actually run?

It starts with a free 30-minute scoping call, followed by a paid audit and an implementation phase. The consultant works alongside your team throughout — no black-box deliverable, your engineers end up owning the system.

How long does a typical $100K–$300K engagement take?

We respond to every scoping-call request within one business day. The implementation phase is then sized to the problem at the quoted budget — typically weeks to a few months, depending on data readiness and the modeling complexity.

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Get expert eyes on your $100K–$300K RL problem

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

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

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