LLM cost breakdowns, model comparisons, and AI spending strategies for SaaS developers.
Your CFO wants cost breakdowns. Your CTO wants model analytics. Here's how to build an AI cost dashboard.
Read article →A 500-word prompt to GPT-4o costs $0.0013. Run it 10,000 times and that's $13/day. Here's how to estimate before you deploy.
Read article →Your CFO asks why the AI bill is $4,000. Don't show token counts. Here's how to frame it in business terms.
Read article →Google Gemini gives 15 RPM free. OpenAI gives nothing. Here's every free LLM API tier in 2026.
Read article →OpenAI returns 429 errors when you hit rate limits. Here's how to handle them without losing user requests.
Read article →A single AI agent can cost $0.50/day or $500/day. Here's the real cost breakdown with formulas to estimate yours.
Read article →OpenAI charges $2.50/1M tokens on PAYG. Committed use drops that 20-50%. Here's when to switch.
Read article →DeepSeek at $0.27/M. o3-mini at $1.10/M. Claude Sonnet at $3.00/M. Here's which model wins for each use case.
Read article →Fine-tuning GPT-4o-mini costs $3/1M training tokens and doubles inference price. Here's the full cost math.
Read article →OpenAI API at $2.50/1M tokens vs self-hosting at $3K/month. Here's the break-even analysis.
Read article →OpenAI's Batch API offers 50% off. GPT-4o drops from $2.50 to $1.25/1M input. Here's when it makes sense.
Read article →OpenAI charges per token. Some providers offer flat rates. Here's the break-even formula to decide.
Read article →GPT-4o vs DeepSeek vs Claude — complete 2026 pricing guide with real cost math for SaaS developers.
Read article →DeepSeek for summarization. GPT-4o-mini for classification. Claude Sonnet for creative writing. Here's the full breakdown.
Read article →5x price gap. But Haiku 3.5 has a 200K context window and stronger reasoning. Here's when each wins.
Read article →