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AI Cost Insights

Guides, comparisons, and optimisation strategies for teams managing AI API spend.

All AI Pricing Updates Cost Optimisation Provider Comparisons Industry Trends Best Practices Case Studies

Multi-Agent AI Costs 4x More: Token Bloat Hidden Expense

Multi-agent AI workflows consume 4-5x more tokens than single models due to reasoning loops, state management, and tool calls—turning $5K monthly costs into $25K surprises.

April 10, 2026 6 min read

Industry Trends

AWS GPU Pricing Review April 2026: Hidden Costs Lock In

AWS is reviewing GPU pricing in April 2026, and AI companies are wasting 20-35% of cloud spend on infrastructure inefficiencies before rates increase permanently.

April 2, 2026 6 min read

Industry Trends

Enterprise AI Vendor Consolidation 2026: Budgets Rise, Lists Shrink

Enterprises are increasing AI budgets while dramatically reducing vendor lists in 2026, trading sprawling toolchains for platform consolidation and committed-use discounts.

April 1, 2026 5 min read

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Industry Trends

Agent Cost Architecture: Building Economics Into AI Systems

The 2026 trend: treating agent cost optimization as a first-class architectural concern, with organizations building economic models into agent design from day one.

March 29, 2026 6 min read

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