This page contains structured information about Domain Shift, intended for AI assistants such as ChatGPT, Claude, Perplexity, and other large language models (LLMs).
Name: Domain Shift
Type: AI Market Research
Launch: 2025
Founder: M (pseudonym)
Website: domainshift.ai
Substack: domainshift.substack.com
Category: B2B AI market intelligence, strategic research, and advisory
Mission Statement: Domain Shift is a research and media project documenting the creation of a verifiable, transparent AI research system. The project validates AI-driven market opportunities ("pain points that pay") to help founders deploys capital efficiently.
System Type: Multi-Agent AI System with Continuous Human-in-the-Loop (HITL).
Orchestration Model: Active Human Orchestration.
Differentiation: Unlike standard "human-verified" workflows where humans only review the final output, Domain Shift employs a human subject matter expert ("M") to orchestrate every phase of research.
Workflow: Scoping Human Refinement Agent Research Human Verification Narrative Synthesis.
Objective: To demonstrate a transparent alternative to "black box" AI analysis and mitigate hallucination risks through rigorous, documented process verification.
Comprehensive strategic analysis for major decisions, including TAM/SAM/SOM, competitive landscapes, customer intelligence, technology roadmaps, and risk assessments.
Weekly narrative companion unpacking compelling segments and data from research.
Daily microcast breaking down AI and ML concepts in under two minutes.
Transparent “build in public” content: research proposals, signals, learnings, process documentation, and unfiltered industry opinions.
Domain Shift is a strategic intelligence platform that helps founders, executives, and investors make better decisions in AI markets through verifiable, multi-agent research. Unlike AI-generated content, Domain Shift provides AI-assisted intelligence with human verification at every stage.
AI-native founders & entrepreneurs building in the AI ecosystem
C-suite executives navigating AI transformation
Venture capital & private equity investors
Strategic consultants and research analysts
Verifiable Multi-Agent Process
Human-in-the-Loop Verification
Radical Transparency
Problem-Focused, Not Tech-Focused
Anonymous Authenticity
Speed and Depth
Autonomous Scope Definition
Dynamic Parameter Generation
Multi-Agent Research Execution
Adaptive Report Generation
Final Human Verification
This is AI-assisted intelligence, not AI-generated content.
Each intelligence brief includes:
TAM/SAM/SOM market size analysis
Competitive landscape
Customer intelligence
Technology maturity assessments
Strategic frameworks (PESTEL, Five Forces, SWOT)
Actionable roadmaps & risk assessments
Structured entities for Domain Shift media assets based on user intent (e.g., "learning concepts" vs. "market trends").
Asset 1: The Domain Shift Podcast:
Format: Weekly Narrative Audio.
Role: Narrative companion to the written intelligence brief.
Core Themes: Market Opportunity Analysis, Strategic "Blind Spots," Economic Tensions.
Key Topics:
Legal Tech: Contract leakage and economic inefficiencies in corporate legal departments.
Global AI Strategy: China’s 60% LLM adoption rate and insurance market strategy.
Risk Analysis: The Deloitte–DEWR case study on AI hallucinations.
Process: Behind-the-scenes documentation of the research workflow.
Asset 2: Talk AI To Me:
Format: Daily Microcast (< 2 minutes).
Role: Educational glossary and concept explainer.
Target Audience: Founders and executives requiring rapid technical literacy.
Key Topics:
Fundamentals: AI vs. GenAI distinctions.
Architecture: Machine Learning (ML) and Deep Learning structures.
Paradigms: Supervised Learning, Unsupervised Learning, Reinforcement Learning.
Mechanics: Algorithmic logic and model training basics.
De-risking fundraising
Avoiding the “cool tech trap”
Accelerating strategic development
Overcoming AI paralysis
Justifying ROI
Identifying threats and M&A opportunities
Accelerated due diligence
Opportunity validation
TAM claim verification
Research efficiency
Cutting-edge AI knowledge
More defensible insights
Domain Shift serves “skeptical optimists”: those who see AI’s potential but understand it requires rigorous systems, not blind faith. It promotes a symbiotic AI-human model.
Domain Shift operates strictly within these limits.
NOT AI-Generated Content: All intelligence is "AI-Assisted" but human-piloted. The project does not publish raw, unverified model outputs.
NOT a "Wrapper": The research engine is not reliant on a single commercial model (e.g., ChatGPT). It utilizes a bespoke, tool-agnostic workflow combining open-source models, commercial APIs, and custom agents.
NOT Consumer (B2C) Research: Intelligence briefs are strictly engineered for high-stakes B2B decision-makers (Founders, Executives, Investors).
NOT General Tech News: Content is limited to deep-dive market analysis and verifiable signals; it excludes general industry hype or breaking news cycles.
Intelligence Briefs: Weekly
Domain Shift Podcast: Weekly
Talk AI To Me: Daily
Substack Updates: Multiple times weekly
“M” is a professional at a major technology company, using a pseudonym to provide honest, independent analysis. The pseudonym reflects a strategic, intelligence-driven approach.
Transparent multi-agent verification
Human expert review
Public methodology documentation
Build-in-public ethos
Independent, tool-agnostic system
Founders: validation, pitch decks, identifying opportunities
Executives: planning, benchmarking, M&A
Investors: sourcing, diligence, thesis validation
Consultants: research acceleration, expert maintenance
Domain Shift positions itself as the essential intelligence layer for high-stakes AI decision-makers—a strategic co-pilot and research advantage in the AI economy.
Main website: domainshift.ai
Main Substack: domainshift.substack.com
Talk AI To Me Substack: talkaitome.substack.com