Smelter Labs turns messy, untapped data into production-grade AI systems — strategy, custom models, and intelligent automation that ship and pay for themselves.
AI that works in the real world — measurable, maintainable, and yours to keep.
LLM applications, RAG pipelines, autonomous agents, and fine-tuned models — engineered for your data and stress-tested for the real world, not the demo stage.
We separate signal from hype — a clear-eyed read on where AI actually moves your numbers, what to build first, and the honest ROI math behind every bet.
We melt away the manual work — document processing, workflows, and decision systems that run quietly and never call in sick.
Your tools, finally talking. Clean pipelines, observability, and guardrails wired into the stack you already run.
Heat, pressure, and precision — applied in four deliberate stages.
We map your data and the real bottleneck before a single line of code.
Rapid prototypes prove value in weeks — we burn off what doesn't work early.
The winner is hardened into production — tested, monitored, documented.
We ship into your stack and hand over the keys. You own it outright.
Every engagement is scoped to your real bottleneck and your real stack. Here's the shape of what we deliver.
Agentic document pipelines that read, classify, and extract — with a human-in-the-loop checkpoint on every edge case, so accuracy stays high and nothing ships unreviewed.
Retrieval-grounded support agents wired into your help center and product API — resolving the routine, escalating cleanly the moment they're unsure.
Hybrid models that blend historical signal with live inputs, surfaced in a dashboard the ops team opens every morning — explainable, not a black box.
Anyone can melt metal. The craft is in what cools.
Tell us the bottleneck. We'll tell you — honestly — whether AI is the right tool and what it would take to forge it.
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