Architecture
Transformation roadmap, agent topology, model selection, orchestration patterns, build-vs-buy.
AI Transformation Consulting / Free Architecture Triage
Production AI Strategy Triage
For teams comparing AI transformation consulting, an AI strategy consultant, or agentic AI consulting: bring one real architecture, agent, eval, integration, or model-selection question. Leave the free consult with a sharper diagnosis, practical risk calls, and the next step for your production AI system.
- Strategy and architecture review from a published AI and NLP researcher.
- Concrete next-step recommendations for a real production system.
- Fast fit check before you commit to paid advisory or implementation.
Free 30-min consult
Free 30-min architecture triage: bring one AI system/design question; leave with next-step recommendations; no commitment.
Strategy Questions
Pressure-test one AI transformation decision before it becomes expensive.
Use the triage when the next decision affects architecture, rollout risk, implementation effort, or whether an AI initiative should be built, bought, paused, or narrowed.
AI transformation roadmapProduction AI architectureAgent design and orchestrationAgentic AI system scopeEvaluation, rollout, and guardrailsIntegration risk and reliabilityVendor and model selectionBuild-vs-buy decision support
Maxwell A. Weinzierl, PhD
AI & NLP Research Scientist / Founder, AI Escape LLC
Published researcher in AI & NLP (ACL, EMNLP, JAMIA) and a trusted advisor who has delivered AI and software work for leading enterprises and public institutions.
Selected Clients
Cisco / TD Bank / CDC / U.S. Air Force / Amazon Alexa / Panda Express / USA Restaurant Suppliers / Score Promotions / Real Time Feedback / Zappy / Pareto / + more
Retainers
Working together long term? Custom monthly retainers are available for ongoing advisory and implementation - outside these packages, scoped to your roadmap and priced to the commitment. Reach out to design a plan.
Engagement Terms
- Session length. 60 minutes, booked in 1-hour minimum increments.
- Payment. Packs are paid in full upfront to lock the discounted rate.
- Validity. Starter and Standard packs expire 6 months from purchase; Aligned pack, 12 months.
- Rollover. Unused hours are non-refundable but roll into a renewal.
- Scheduling. 24-hour cancellation notice; late cancellations may draw from the balance at my discretion.
- Rush. Same-day / out-of-hours requests billed at +50%.
What Sessions Cover
Implementation
Code, prompt and pipeline review for reliability, observability, and cost.
Eval & Safety
Test harnesses, eval design, and guardrails for production systems.
Coaching
Pair-building and skills transfer to level up you or your team.
Session Packages
Per 60-min session / USD
Single
Pay as you go
$350
Per Hour
$350 total
Starter
5 sessions, prepaid
$300
Per Hour
$1,500 total
Standard
10 sessions, prepaid
$280
Per Hour
$2,800 total
Best Value
Aligned
20 sessions, prepaid
$275
Per Hour
$5,500 total