Azure OpenAIAzure OpenAI vs OpenAI API vs Bedrock: Where to Buy GPT-6
GPT-6.1 Sol costs $2 input and $10 output per million tokens on OpenAI, Azure and Bedrock alike. Azure wins for Microsoft shops on MACC drawdown, Entra ID and its SLA; OpenAI direct keeps Ultrafast and hosted agents.
November 10, 2026 · 14 min readGPT-6.1 TerraOpenAI Sets GPT-6.1 Terra at $1 Input, $5 Output per Million Tokens
GPT-6.1 Terra costs $1/$5 per million tokens, half of Sol, and scores 48 to Sol's 52 on Artificial Analysis. At max effort it uses twice the tokens, so run it at low or medium.
October 26, 2026 · 8 min readprompt cachingPrompt Caching Savings: One Timestamp Turns 80% Into 6%
On a 30-turn agent loop, prompt caching saves 80-89% depending on the provider, not 90%. A timestamp in the system prompt drops Claude's saving to 6%, and a volatile tool definition makes caching cost more than not caching.
October 1, 2026 · 17 min readlong context vs RAGLong Context vs RAG Cost: Cached, Each Answer Still Costs 5x
Prompt caching cuts a 400K-token long-context answer to $0.085 on Claude Sonnet 5.5, but RAG still answers for $0.017. The crossover formula, the accuracy-at-depth evidence and the latency users notice.
October 1, 2026 · 14 min readGemini 4 ArgonGemini 4 Argon Leads Vals at $15.68 a Task With No GA Date
Gemini 4 Argon tops the Vals Index at $15.68 per test, cheaper than Claude Sonnet 5.5 and Opus 5.5 even at its $4/$20 standard price. But access is limited to Fairwind security teams and trusted testers, with no GA date.
September 30, 2026 · 7 min readGPT-6.1 SolGPT-6.1 Sol's $5.47 Task Scores 11 Points Below Astra's $23.80
GPT-6.1 Sol costs a fifth of GPT-6 Astra per token and ties it on coding, but trails it by 11 points on Terminal-Bench Science. It still wins on cost per solved task — if your failures are cheap.
September 29, 2026 · 8 min read