Founder signals

Curated signals for leaders shipping product at pace

Monthly outlook with the risks, opportunities, and KPIs we’re watching across AI, DesignOps, and growth.

Impact & Results

KPI pulse at a glance

Trend snapshots we highlight in every founder briefing.

Time-to-learn

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AI quality index

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Design delivery velocity

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Latest signals

Each entry combines observation, implication, and recommended next action.

AI EconomicsJun 2024

Foundation model cost curves flatten, eval rigor becomes differentiator

Insight
Claude 3.5 Sonnet and GPT-4o mini pricing shifts mean evaluation coverage and prompt governance now drive ROI more than model selection.
Signal
Teams investing in eval harnesses are cutting re-run spend by 28%.
Suggested action
Prioritise evaluation infrastructure and prompt libraries over bespoke fine-tunes this quarter.
DesignOpsMay 2024

System tokens become the lingua franca across product and marketing

Insight
Variable-based systems syncing with multi-brand experiences are reducing launch drift for growth teams shipping weekly.
Signal
Brands with shared token libraries report 2.1x faster localization cycles.
Suggested action
Invest in variable architecture and governance rituals before peak campaign season.
AutomationApr 2024

Ops teams demand observability-first automations

Insight
Manual oversight remains mandatory, but teams are embracing partial automation when telemetry and human hand-offs stay clear.
Signal
Hybrid automations with real-time alerting achieve 40% cycle time savings without compliance pushback.
Suggested action
Pair each automation initiative with explicit owner matrices, KPIs, and rollback plans.

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