The Meibel Blog

Practical updates, technical deep dives, and field-tested insights for AI builders. Our focus is on what actually works in production: from orchestration patterns to evaluation, safety, and automation at scale.

How Toffler Associates Turned Foresight Into Software Customers Can Trust
Case Study
How Toffler Associates Turned Foresight Into Software Customers Can Trust
Toffler Associates, a strategy firm known for its foresight expertise, faced a challenge that many organizations share: how to scale human judgment. Their first AI experiment produced polished language but shallow insight—“paragraphs, not foresight.” Real transformation came when Toffler built SINE, a foresight product powered by the Meibel platform. SINE combines Toffler’s decades of foresight methodology, customer data, and live signals into a structured, explainable system. Each analysis includes sources, confidence scores, and a full trace of how conclusions were reached. Analysts remain in the loop, and their feedback strengthens the system over time. The result is foresight that updates as fast as the world changes. Toffler now delivers analysis in days instead of weeks, serves more clients with the same team, and operates with traceable, measurable quality.
Kevin McGrath
Founder & CEO
Meibel Raises $7M to Bring Confidence to AI Systems at Runtime
AI
Technology Innovation
Meibel Raises $7M to Bring Confidence to AI Systems at Runtime
Kevin McGrath
Founder & CEO
Meibel Sponsors The AI Summit London
Events
Meibel Sponsors The AI Summit London
Kevin McGrath
Founder & CEO
Understanding the Impact of Increasing LLM Context Windows
AI
Research
Understanding the Impact of Increasing LLM Context Windows
Kevin McGrath
Principal Scientist
The Right Context at the Right Time: Designing with RAG and MCP
AI
Technology Innovation
The Right Context at the Right Time: Designing with RAG and MCP
Kevin McGrath
Founder & CEO
Agentic AI: Why Multi Model Systems Win
AI
Agentic AI: Why Multi Model Systems Win
Kevin McGrath
Founder & CEO
Making AI Work When Certainty Isn't Guaranteed
AI
Technology Innovation
Making AI Work When Certainty Isn't Guaranteed
Kevin McGrath
Founder & CEO