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.
Read case studyApplied 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.
Customer experience intelligence
AI Escape helped Real Time Feedback turn 4.8M+ reviews across 12 review channels into scorecard grading, issue clustering, competitor context, and follow-up campaign support.
Read case study Enterprise events
AI Escape built Cisco a customized digital escape room event platform for two AI-and-HR team events, orchestrating 400+ international players through Cisco-branded puzzles, playtesting, and live leaderboards.
Read case study Promotional product analytics
AI Escape assisted TD Bank in analyzing 1,000+ promotional product SKUs across 1-2 years of disorganized sales records, using AI and statistics for category normalization, slow-seller identification, forecasts, inventory drawdown, counterfactuals, Markov-sampling priors, and backtested error estimates.
Read case study Grant reporting operations
AI Escape helped CDC organize 100+ grants and varied grant outcome reports into a structured 5-year, 50+ page reporting system with citation, reference, and authorship checks, journal metrics, easy section updates, and AI-built LaTeX report themes.
Read case study Program profitability
AI Escape helped Score Promotions unify profitability for a $5M+ promotional sales program across 800+ SKUs and 10M+ eaches, joining storefront, inventory, pricing/accounting, supplier-invoice, PO, logistics, and setup-cost inputs with AI-assisted checks and automated reporting.
Read case studyWhat 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.
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.
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.
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.
Scope
Pick one workflow with clear inputs, outputs, systems, owner, and review points.
Build
Connect the prompts, retrieval, tools, checks, and handoff rules needed for a useful first system.
Prove
Run real examples, inspect failure modes, tighten the operating instructions, and document the bounds.
Transfer
Hand the workflow back with guardrails, owner cadence, and the next sensible automation path.
Project Showcase
Project work in practice.
Xero Inbox
Email summaries, prioritization, and action preparation for inbox work that should not wait on manual sorting.
Signarture
AI watermark and dataset-search platform patterns for artists evaluating how their work may be used.
Real Fake News
A comparison game for testing whether readers can distinguish real headlines from AI-generated ones.
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 UsStart 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.