Avery Intelligence is an artificial intelligence research and executive advisory lab based in Menlo Park, California. We’re building a future where enterprise leadership teams navigate the frontier of AI with deterministic architectures, verified unit economics, and computable coordination.
While AI capabilities have advanced dramatically, key structural gaps remain. The executive understanding of frontier systems lags behind raw model capabilities. Knowledge of how to build production multi-agent architectures and control inference compute costs is concentrated within elite research labs, leaving leadership teams vulnerable to 90% commodity wrappers and a 95% pilot failure rate. To bridge these gaps, Avery Intelligence operates an applied product lab and provides direct strategic advisory for founders, CEOs, and venture boards.
We are systems architects, machine learning researchers, and product operators who’ve built and scaled platforms at Spotify, Google, SAP, Adobe, Ericsson, PayPal, Kry, Hemnet, and Epidemic Sound.
Coordination before compute
The coordination limit is the fundamental ceiling on enterprise scale. As organizations scale past 30 to 150 people, pairwise communication channels explode quadratically (N(N-1)/2). Knowledge workers spend up to 60% of their working hours managing alignment, chasing status across fragmented tools, and resolving conflicting context.
The zero-cost production fallacy. Current generative AI tools often accelerate this crisis by multiplying the volume of unverified text and code. Flooding organizations with unstructured chatbots creates cognitive pollution—teams generate long documents that peers summarize with LLMs, generating a synthetic feedback loop with zero operational clarity.
Computable architectures as the solution. We help leadership teams move from narrative slide decks to computable company graphs. By connecting strategic intent, live operational data, and deterministic multi-agent state machines, organizations eliminate the alignment tax and operate in profound clarity.
Four commercial practices
Substance and verified ROI over slide decks. We deliver strategic clarity, high-impact diagnostic sprints, and production-tested agentic harnesses across four commercial practices:
Fractional CAIO & Leadership Advisory →
Confidential, bi-weekly strategic sparring for Founders, CEOs, and Venture Boards. We audit incoming vendor proposals, benchmark inference unit economics (IER > 5:1), eliminate commodity wrappers, and author board-ready AI governance under the EU AI Act (Article 9).
AI in 90: Executive Discovery Sprint →
The structured diagnostic framework proven at enterprise leaders like SAP Signavio. An intensive current-state analysis (lägesanalys) that delivers an operational friction ledger, prioritized ROI feasibility matrix, and a board-ready 90-day execution plan.
Agent Builder & Production Harness Masterclass →
A 2-day technical intensive for engineering leaders and staff architects, paired with a perpetual commercial license to our production-tested 50-agent harness, Model Context Protocol (MCP) gateways, and KV cache optimization pipelines.
White-Label Architecture & Delivery Partner →
We act as your behind-the-scenes machine learning and multi-agent applied research lab. Win and deliver high-ticket enterprise AI contracts with 60%+ margins without expanding full-time engineering overhead.
Learning by doing: The applied lab
Research and product co-design. To advise enterprise leadership teams on frontier AI architecture and token economics, an advisory lab must build and deploy software at scale. Our Applied Product Lab serves as the empirical proving ground for our architectural doctrine:
Proactive Company Intelligence Graph & Epistemic Operating System built on Model Context Protocol (MCP) and bi-temporal DAGs. Featured on the Teresa Torres Continuous Discovery podcast.
Autonomous e-commerce bookstore operated by an AI pixel agent on Momental. Manages inventory, marketing, and GitHub PR reasoning with zero human syncs.
Native real-time generative audio soundscape engine on iOS selected for Web Summit Alpha with sub-second neural audio synthesis.
Executive discovery sprint (lägesanalys) and AI-native PM operating system architecture for product leadership at SAP Signavio.
Research & publications
Scientific and engineering progress is a collective effort. We frequently publish technical essays, teardowns, and empirical benchmarks on enterprise AI adoption:
Request an executive briefing
Direct confidential sparring with Avery Intelligence leadership. We evaluate your current AI roadmap, audit incoming vendor proposals, and respond within 24 hours.