News & guides
Best Model for SQL: Schema Grounding Beats Model Choice
A wrong query returns rows rather than an error, which is why SQL generation fails quietly. What to feed the model and how to verify before trusting.
· 9 min read
Best Model for Startups: Optimise for Switching, Not Picking
Early-stage teams change their mind quarterly. Why the model decision that matters is how cheaply you can replace it, not which one wins today.
· 9 min read
Best Model for Structured Output: Constrain, Do Not Hope
Model choice matters less than constrained decoding for reliable JSON. What actually guarantees valid output, and where model quality still decides.
· 8 min read
Best Model for Tool Calling: Reliability Beats Intelligence
A smarter model that emits malformed calls is worse than a weaker one that never does. What to test before choosing a model for an agent loop.
· 9 min readBest Model for TypeScript: Let the Compiler Do the Grading
TypeScript gives you a free verifier, which changes which model you should pay for. How to build the tsc loop and where models still fall down.
· 9 min readBest Model for Vision Tasks: What Images Are Actually For
Vision in a developer workflow means screenshots, diagrams and scanned documents. Which models take image input, and where visual understanding still fails.
· 8 min read
Blind Model Comparison: A Method That Survives Bias
Knowing which model wrote an answer changes how you judge it. A practical protocol for blind pairwise comparison that a small team can run in a day.
· 9 min read
Building a Model Eval Harness You Will Actually Maintain
A practical design for a local evaluation runner: fixture format, isolation, scoring, cost tracking and the CI wiring that keeps it from rotting.
· 10 min readChoosing a Model for Non-English Codebases
Comments, identifiers and issues in another language change tokenisation, cost and accuracy. What to test and how to pick a model that handles it.
· 9 min readContext Windows Compared: Input, Output and What It Costs
Filling a million-token window costs between fourteen cents and three dollars depending on the model. The full comparison, including output ceilings.
· 9 min readCost-Adjusted Model Scoring: Ranking by Value, Not Capability
Capability leaderboards ignore price entirely. How to build a score that reflects what a model costs to run on your workload, and where it misleads.
· 9 min readDeepSeek V4 Flash vs MiniMax M3: Cheapest Against Multimodal
Two budget models with 1M context. One is cheaper and text-only under MIT, the other sees images. The choice is almost entirely about input type.
· 8 min readReady to try it?
Every model behind one key. Start free and upgrade when it sticks.