Curious, Logical, Limitless
We start by finding where AI creates real business value — then design and build the systems, workflows, and automations that turn complex enterprise challenges into measurable, reliable execution.
We build the intelligent systems and automation your business runs on. We aren't just consultants; we are engineers who ship flawless, production-ready solutions.
Curious. Logical. Limitless.
We focus on practical AI with zero gimmicks: audited rules, human oversight, and absolute accountability. Bring us a problem, and we’ll tell you straight whether AI is actually the right tool for the job.
Three ways in: ready-to-run products, automation engineered into your stack, and custom systems built from scratch.
Ready-to-run proprietary AI applications and digital utilities for document intelligence, technical synthesis, and domain workflow acceleration.
Join early access Releases 2026. First up: CoolDash and Cool Cleanup, under the Coolware label.
We connect your foundational software stacks into autonomous pipelines. High-throughput data extraction, human-in-the-loop triage, and deterministic ERP posting.
Engineer a workflow Audited rules. Human in the loop where it matters.Bespoke enterprise agents, fine-tuned domain models, custom RAG vector architectures, and full-stack technical enablement with rigorous SLA guarantees.
Initiate strategy Architecture → deployment → SLA.Active experiments, multi-agent frameworks, and internal prototypes evolving into production releases.
Multi-agent consensus architecture for continuous academic paper evaluation.
Model: Multi-LLM / LangGraphZero-shot multimodal tabular extraction with automatic schema inference.
Focus: raw scans, schema inferencePersistent episodic memory store with fast vector retrieval for long-horizon agents.
Focus: long-horizon agents, hybrid recallSandboxed test-driven synthesis agent for generating verified microservice APIs.
Status: Sandbox validationA simple engineering engagement process, transparent from the first message.
Describe the challenge, where things get stuck, the tools you currently use, and what success looks like to you.
Input → Defined scopeConcrete technical architecture, cost breakdown, expected latency, and delivery timeline. Transparent logic from start to finish.
Processing → System designEngineered, deployed, integrated into your tools, and monitored with human-in-the-loop guardrails where critical.
Output → Automated resultWhat CLL Labs builds, how a project starts, and what happens after launch.
AI software, autonomous workflow automation and custom intelligent systems, built and run in production for businesses.
With one email. You describe the problem, we reply with an architecture, a cost and a timeline.
Most projects are fixed price after the scoping email. Retainers for ongoing work.
In your tools and your infrastructure where possible, or hosted by us where that is simpler. Either way, monitored, with a human in the loop where it matters.
Yes. Monitoring, guardrails and iteration are part of the engagement, not an add-on.
Tell us what takes too much time, occurs too repeatedly, or shouldn't require manual human effort. We respond within one business day.