Articles by Grizzly Peak Software

Most engineers overestimate savings until they run the numbers. The real threshold is when your inference volume exceeds 150 requests/day.

Stop using ORMs for tiny services. I'll show you exactly how to replace them with raw queries and avoid the hidden maintenance debt that slows teams

Break free from vanity metrics by tracking actual reader engagement instead of impressions. Learn to build meaningful traffic analysis for AI content that converts.

If you shop free tiers, you will change providers. Here's the adapter layer that makes that a config change instead of a rewrite — plus an honest account of what genuinely does not normalize, and when you should skip the abstraction entirely.

Pricing pages tell you the per-token rate. They don't tell you what your feature costs. Here's the arithmetic that does: counting tokens for real, the context-growth curve that eats chat apps, and the three levers that cut a bill by 90%.

You found the free tier. Then you hit the wall. Here's the client-side machinery that turns a 429-riddled prototype into something that actually stays up: token buckets, jittered backoff, a real queue, and provider failover.

AI agents produce nearly every book my publishing company ships. The one job they never touch reveals the real bottleneck in agent autonomy.

Six months after leaving Cursor for VS Code and Claude Code: the honest before and after, real tradeoffs, and who should actually switch.

There is no MCP memory coherence protocol. There is a 50-year-old distributed systems problem, and four patterns that actually fix it.

Grok 4.5 just reset xAI's pricing. Every model's real cost, the tool fees nobody mentions, and a formula to estimate your monthly bill.

AI made individuals faster and team delivery flat. Here are the engineering disciplines that separate teams that ship from teams that drown.

We built an AI tool that translates cuneiform tablets from a single photo in about fifteen seconds. Here is how and why a book publisher made it.

Google's Workspace CLI hit v0.22 fast. Here's how to actually set it up, what changed with MCP, and where it fits in a real agentic stack.

Most "learn AI" advice targets ML researchers, not engineers who ship. Here's the actual roadmap for developers building with AI in 2026.

Anthropic killed OpenClaw access overnight. Here is why every production agent needs a multi-LLM architecture you control.

Grok 4.20 starts at $2/M tokens with a 2M context window. Here's a complete breakdown of xAI's pricing tiers, tools costs, and how it stacks up against GPT and Claude.

ChatGPT's free tier runs GPT-4o Mini, not GPT-5. Here's what that means for quality and how it stacks up against free tiers from Claude, Gemini, and Grok.

A working list of every major AI API that offers free credits or a free tier in 2026. Token limits, rate caps, and what you can actually build.

PromptChan's free tier has changed multiple times. Here's exactly what you get for free, what costs money, and whether the paid plan is worth it.

Not every AI model deserves your attention. Here's a no-nonsense tier ranking based on real-world coding, writing, and reasoning performance.