Applied AI expertise

Making intelligence less artificial

AI Escape helps teams turn repeated business work into supervised AI systems: research, preparation, checking, routing, and execution with the responsible human still visible.

Trusted by serious teams

Built for work where review and trust matter.

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Commercial kitchens

AI Escape helped build the agentic Shopify operating system behind $0 to $1.2M ARR, 99.99% uptime, 1M+ product and pricing data points, quote automation, and shipping orchestration.

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Customer feedback

AI Escape helped Real Time Feedback turn customer-feedback data into actionable AI-supported insights for service improvement.

Vehicle Sales Logistics

AI Escape helped Net Zero streamline AI-assisted vehicle-sourcing and customer-relationship workflows.

Promotional products

AI Escape supported Score Promotions with AI-assisted workflow improvements for review-heavy promotional operations.

Operations enablement

AI Escape supported Zappy with AI implementation work for repeated operating workflows that still need human review.

Mortgage brokerage

AI Escape helped Lendwire improve mortgage-broker data management, customer experience, and operational workflows with AI.

Venture capital

AI Escape built custom AI tooling for Foothill Ventures to streamline startup discovery, investment-opportunity analysis, and data-driven decisions.

What AI Escape does

AI systems for real operating work.

The first useful engagement is narrow enough to prove and serious enough to matter. AI Escape combines consulting, implementation, and coaching so the system fits the real workflow.

BUILD

Custom agentic software

Supervised AI workflows for repeated business work: research, preparation, checking, routing, tool use, and owner approval before anything important leaves the system.

CONSULT

AI strategy and implementation

Practical discovery, build-vs-buy calls, vendor and model selection, rollout risk, and implementation planning tied to the work your team already repeats.

COACH

Production AI coaching

Architecture triage for teams making agent design, eval, integration, guardrail, and deployment decisions with a published AI and NLP researcher.

Expertise

Production AI judgment for high-value workflows.

AI Escape works where strategy and implementation meet: systems that need to move business work, and decisions that need more than a generic AI demo.

01 Agentic systems for ads, email, research, preparation, accounting support, and back-office follow-up
02 Transformation roadmap, agent topology, model selection, orchestration patterns, and build-vs-buy decisions
03 Evaluation design, guardrails, observability, and rollout planning for production AI systems
04 Team enablement through pair-building, implementation review, and practical operating documentation

Engagement model

Scope, build, prove, transfer.

01

Scope

Pick one workflow with clear inputs, outputs, systems, owner, and review points.

02

Build

Connect the prompts, retrieval, tools, checks, and handoff rules needed for a useful first system.

03

Prove

Run real examples, inspect failure modes, tighten the operating instructions, and document the bounds.

04

Transfer

Hand the workflow back with guardrails, owner cadence, and the next sensible automation path.

Proof

Proof of useful AI systems in practice.

Maxwell A. Weinzierl, founder of AI Escape
Founder / AI and NLP research scientist Maxwell A. Weinzierl, PhD
Emelia Joe-Gammill, client experience and operations at AI Escape
Client experience and operations Emelia Joe-Gammill

About us

Research depth, clear delivery.

A first engagement starts with one useful workflow. Max brings published AI and NLP research depth to the system decisions; Emelia Joe-Gammill keeps the client path clear through follow-through and practical handoffs.

About Us

Start here

Start with one workflow or AI decision.

The best first conversation is concrete: the work you want moved, the system you are trying to trust, or the rollout decision your team needs to make.