Now booking pilots for Q3 2026

AI that ships, scales, and earns its keep — built for the enterprise.

DevForest 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.

ISO 27001:2022 SOC 2 Type II
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Documents processed
128,402
▲ 24.6% this quarter
Avg. handle time
2m 14s
▼ 71% vs. baseline
Throughput · last 30 days
+38%
Claim 4892 — auto-classified
routed to underwriting · 412ms
Approved
+312% throughput
avg. across 50+ deployments
Trusted by teams shipping AI in production
Proof, not promises

AI outcomes across industries

Three production deployments. Real teams, real numbers, real before-and-after.

71%
faster blueprint to bill-of-materials
Manufacturing

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.

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94%
accuracy on construction takeoffs
Construction

Bid faster, win more, without growing the estimating team

Plan-set ingestion, quantity extraction, and BoQ assembly — automated end-to-end. The team doubled bid volume in one quarter without adding headcount.

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38%
faster claim turnaround
Healthcare

HIPAA-aligned coding that closes the revenue cycle gap

Auto-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 study
In their words

Teams who shipped with us

Operators choose DevForest because we behave like an extension of their team — not a vendor with a deck.

DevForest got our blueprint pipeline into production in seven weeks. The estimating team trusts the output, and our quote turnaround is now measured in hours instead of days.
JP
Jordan Park
VP Engineering · Hartwell Precision
They didn't sell us a model — they sold us an outcome. Coding accuracy, denial rates, days in AR. Every number moved in the direction they said it would.
DV
Dr. Dana Velasco
CMO · Meridian Health Network
How we work

Our approach to AI that lasts

A pragmatic blend of strategy, engineering and compliance — designed to land impact early and scale without surprises.

Focused pilot in 4–6 weeks

Scoped, low-risk, measurable. We ship a working system on your real data before the conversation about commitment ever starts.

End-to-end delivery

Data prep, model selection, evaluation, deployment, monitoring. One team, one timeline, one accountable owner.

Security & compliance ready

ISO 27001 and SOC 2 aligned. Air-gapped, on-prem, and VPC deployments for regulated industries.

Documented, defensible ROI

Every engagement is tied to a metric. Quarterly reviews, transparent dashboards, no vague "transformation" talk.

60+
AI projects delivered
90%
faster time-to-value
12+
years engineering AI
4.9/5
avg. partner rating
What we build

Full-stack AI, built for impact

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.

Ready when you are

Let's find where AI fits in your workflows.

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.

Schedule a call Take the AI fit assessment
Field notes

The DevForest perspective

What we've learned shipping AI inside regulated, high-stakes operations — written for the operators who do the work.

AI AgentsHealthcare

Reducing claim denials across the revenue cycle with agentic AI

10 min read · April 2026
ManufacturingGenerative AI

How drawing-revision drift quietly costs manufacturers a quarter of margin

8 min read · March 2026
StrategyMLOps

Beyond the pilot: what production-grade AI actually requires

12 min read · March 2026