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The Cleo Team

The Workshop

Notes on building an AI marketing operating system. Architecture decisions, technical challenges, and the craft of making something that thinks.

3 min read

Streaming Is a Conversation

Streaming AI responses token by token is not just a latency optimisation. It fundamentally changes the psychological experience of interacting with an AI system.

uxstreamingphilosophy
3 min read

Epistemic Honesty in AI

The most dangerous thing an AI marketing system can do is not generate bad content. It is generate confident content based on insufficient information. Epistemic honesty is an architectural priority.

aitrustphilosophy
3 min read

Visual Intelligence

Generating images is easy. Understanding what makes a marketing image effective is hard. Our approach to visual intelligence goes beyond generation into comprehension.

aiimagesphilosophy
3 min read

Pricing Aligned with Value

Per-seat pricing punishes growth. Flat-rate pricing ignores usage. We designed an energy-based credit system that aligns cost with the value the AI actually delivers.

productpricingphilosophy
3 min read

Warmth as Architecture

Most AI products lean into cold, technical aesthetics. We went the opposite direction - and it was not just a visual choice. It was an architectural one.

designuiphilosophy
3 min read

Trust as a Design Variable

In AI products, trust is not a feeling - it is an architectural decision that touches every layer of the system. Here is how we think about engineering for trust.

designtrustphilosophy
2 min read

Why One Mind Beats Many

The industry is building swarms. We built a single intelligence with full platform control. Here is the reasoning behind that architectural decision.

architectureaiphilosophy