From CAD drawing to costed BOM in under a minute
A precision-parts manufacturer replaced six manual estimating steps with a single classifier — recovering 1,200 engineer-hours per quarter and tightening quote turnaround.
Read the case studyDevForest designs, engineers, and operates production-grade AI systems. We embed where the work happens — turning slow workflows into fast ones, and ambitious roadmaps into measurable ROI.
Three production deployments. Real teams, real numbers, real before-and-after.
A precision-parts manufacturer replaced six manual estimating steps with a single classifier — recovering 1,200 engineer-hours per quarter and tightening quote turnaround.
Read the case studyPlan-set ingestion, quantity extraction, and BoQ assembly — automated end-to-end. The team doubled bid volume in one quarter without adding headcount.
Read the case studyAuto-coding plus reviewer-in-the-loop reduced denial rates and shortened the days-in-AR window — without changing the clinical team's workflow.
Read the case studyOperators choose DevForest because we behave like an extension of their team — not a vendor with a deck.
A pragmatic blend of strategy, engineering and compliance — designed to land impact early and scale without surprises.
Scoped, low-risk, measurable. We ship a working system on your real data before the conversation about commitment ever starts.
Data prep, model selection, evaluation, deployment, monitoring. One team, one timeline, one accountable owner.
ISO 27001 and SOC 2 aligned. Air-gapped, on-prem, and VPC deployments for regulated industries.
Every engagement is tied to a metric. Quarterly reviews, transparent dashboards, no vague "transformation" talk.
We design and operate AI systems that move business metrics — not demos. From strategy to production, we run the whole stack so your team stays focused on outcomes.
RAG, structured generation, copilots that fit your data and your tone of voice — engineered for accuracy, eval'd against your real edge cases.
Digital teammates that take action: scheduling, approvals, multi-step automations. Bounded, observable, and easy to roll back.
Voice and chat that read context and intent. Embedded in your support, sales, or operations stack — never a bolt-on.
Inspections, valuations, document OCR, drawing analysis. Turning images and video into structured signal your systems already understand.
Forecasting, ranking, fraud detection, recommendations. With the pipelines, evaluations, and dashboards that keep them honest in production.
Bring us a workflow that's slow, expensive, or error-prone. We'll come back with a scoped pilot, a timeline, and a number you can take to your board.
What we've learned shipping AI inside regulated, high-stakes operations — written for the operators who do the work.