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15-Point Audit

Avoid Burning Your Budget on AI API & GPU usage.

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  • Your own personalised optimisation recommendations
  • Proven strategies that work
  • A free ready-to-use PDF for cutting AI costs

Used by AI teams and early‑stage founders managing $10K–$500K+ monthly AI spend to cut waste and protect runway.

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Why You’re Burning Money on Your AI Models (And Don’t Realize It)

Most small AI teams are overpaying for every inference, every training run, and every experiment—usually by 2–10x. Not because the tech is bad, but be

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Tip 1: Right-Size Your Models to Match the Job

Most startups run one large, expensive model for everything. That’s the fastest way to light money on fire. The fix: map each use case to the *smalles

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Tip 2: Slash Token Waste with Input/Output Controls

Token bloat is a silent budget killer: oversized prompts, unnecessary history, and verbose responses multiply your costs every day. The fix: aggressiv

Tip 3: Batch, Cache, and Reuse Instead of Recompute

You are likely recomputing the same or similar work thousands of times—especially for read-heavy workloads like search, recommendations, and common qu

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Tip 4: Optimize Infrastructure: Autoscaling, Hardware, and Precision

Even if your models are efficient, your deployment setup can quietly burn thousands per month through idle capacity and suboptimal hardware. The fix:

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Tip 5: Put Guardrails on Experiments and Training Runs

Unbounded experimentation and retraining are silent budget drains. A few long-running jobs or poorly scoped sweeps can burn more in a week than your p

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