📰 Dev.to · Cassian Holt

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Private AI Deployment Is Not for Every Company

Dev.to · Cassian Holt 6h ago

Private AI Deployment Is Not for Every Company

Private AI deployment sounds safer, but it is not automatically the right choice. It makes sense...

AI API Audit Trails: What Should Be Logged Before Customers Ask?

Dev.to · Cassian Holt 7h ago

AI API Audit Trails: What Should Be Logged Before Customers Ask?

If you distribute AI API access to teams or customers, audit trails should be designed before the...

Retesting GEO: Why One AI Search Check Is Not Enough

Dev.to · Cassian Holt 7h ago

Retesting GEO: Why One AI Search Check Is Not Enough

One AI search check is not enough to judge a GEO project. AI answers are volatile. Indexing takes...

For B2B GEO, would you optimize the website first or third-party sources first?

Dev.to · Cassian Holt 1d ago

For B2B GEO, would you optimize the website first or third-party sources first?

Question for people working on AI search visibility: For a B2B company with a weak brand footprint,...

AI API Cost Caps and Multi-Key Failover: The Boring Layer That Matters

Dev.to · Cassian Holt 1d ago

AI API Cost Caps and Multi-Key Failover: The Boring Layer That Matters

When companies distribute Claude, GPT or Gemini APIs internally or to customers, model price is only...