Escalante Systems helps organizations cut through the hype and build AI solutions that solve real problems — from strategy to production.
Most companies struggle to move AI from proof-of-concept to production value. Here's why.
Teams build demos that never scale. Pilots succeed, but deployment stalls because infrastructure, data pipelines, and change management aren't aligned.
Inconsistent schemas, siloed data warehouses, and missing lineage make it impossible to build reliable models — or trust their outputs.
Hiring ML engineers is expensive and slow. Internal teams often lack the cross-functional skills to connect data science with software engineering and business strategy.
Off-the-shelf AI tools promise speed but deliver opacity. When the model is wrong, you can't explain it — and you're locked into a vendor's roadmap.
Leadership wants clear business value, but AI projects often lack defined KPIs, baselines, and measurement frameworks — making it impossible to demonstrate impact.
Escalante Systems brings strategy, engineering, and data expertise together to guide your organization from confusion to confident, production-ready AI.
Let's TalkFrom AI automation to cloud infrastructure, we build the systems that connect your data, tools, and teams.
Deploy AI assistants to automate research, document retrieval, and lead qualification.
Connect Apollo, HubSpot, Salesforce, and email systems into automated pipelines.
Build scalable infrastructure using:
Design tailored applications for internal workflows and client portals.
A proven engagement model that minimizes risk and maximizes speed to value.
We start by understanding your business, data landscape, and team capabilities. In 2–4 weeks we deliver a candid AI readiness report and a prioritized opportunity map.
We co-design your AI architecture and create a phased roadmap with clear milestones, resource requirements, and success metrics. No ambiguity, no surprises.
Agile sprints with weekly demos. We build in the open — your team sees every decision, learns alongside us, and validates outputs against real business criteria.
Production deployment with full observability, automated testing, and rollback capabilities. We don't hand off and disappear — we stay until it's running reliably.
We establish baseline metrics before we start and measure against them throughout. Post-launch, we optimize models, retrain as data drifts, and quantify ROI for your stakeholders.
Representative examples of the kind of solutions we build for clients across industries.
Built a real-time anomaly detection system for industrial equipment that reduced unplanned downtime by 37% and maintenance costs by $2.1M annually. Integrated sensor telemetry with an LSTM model serving predictions via a REST API to field technicians' mobile devices.
Deployed a RAG-powered Q&A system over 15,000 internal documents, reducing average support ticket resolution time from 4 hours to 18 minutes.
Replaced spreadsheet-based forecasting with an ensemble ML model that ingests 40+ signals, improving forecast accuracy from 68% to 94% at 90-day horizon.
Built a multi-echelon inventory optimization system using reinforcement learning that reduced stockouts by 52% and excess inventory by 31% across 3 distribution centers.
Automated extraction and structuring of unstructured clinical notes using fine-tuned NLP, reducing manual coding time by 8 hours per clinician per week.
Escalante Systems was founded on a single conviction: that AI consulting should be judged by working software and measurable outcomes — not slide decks.
Our team combines deep expertise in machine learning, data engineering, and software architecture with a track record of delivering AI systems in production across healthcare, finance, manufacturing, and retail.
We work as embedded partners, not distant advisors. When we say we'll build it, we build it — and we stay until it's running exactly as promised.
Start with a free 60-minute discovery call. We'll assess your current state, identify your highest-value AI opportunities, and outline what a realistic path forward looks like.
No sales pitch. No commitment required. Just an honest conversation.