AI research for real decisions
Reviews, head-to-head comparisons, pricing analysis and practical guides to help you decide what is worth using.
Selected research
Deals
Jev is TypeSafe AI's structured decision model. See its current Vercel AI Gateway listing, published input price, suitable tasks, and limits.
Guides
How TypeSafe's Jev turns structured state into typed choices, scores, and probabilities, and where a specialized decision model may fit in software.
Comparisons
A verification-first comparison framework for Step 5 Preview, GLM-5.3, and DeepSeek V4.1 Flash, with guidance on checking model claims and benchmark methodology.
Reviews
Review of Alibaba Model Studio Token Plan terms, Singapore availability, Personal and Team quotas, API compatibility, and billing checks before subscribing.
Head to head
Side-by-side research on model quality, coding workflows, pricing and trade-offs.
Model comparison Comparisons
A verification-first comparison framework for Step 5 Preview, GLM-5.3, and DeepSeek V4.1 Flash, with guidance on checking model claims and benchmark methodology.
Comparisons
Compare Qwen2.5 7B and Llama 3.1 8B for local inference, license checks, quantized memory estimates, and workload-specific evaluation.
Comparisons
Compare what Meta documents for Muse Spark 1.3 with the checks needed to evaluate a Gemini Flash endpoint on matched agent tasks.
Comparisons
Why parameter counts do not determine model quality: GLM-5.3 post-training context, MoE memory estimates, and benchmark comparison limits.
Reviews
What a tool does well, where it falls short, and who it makes sense for.
Reviews
Review GLM-5.3-FlashX provider speed claims, current API rates, task-cost math, and how to measure whether faster serving helps your coding workflow.
Reviews
Review of Alibaba Model Studio Token Plan terms, Singapore availability, Personal and Team quotas, API compatibility, and billing checks before subscribing.
Reviews
A documentation-based review of Freebuff's coding agent, desktop and CLI options, ad-funded model, and current privacy policy for prompts and connected GitHub repositories.
Guides
Practical advice for choosing, configuring and getting more from AI tools.
Guides
How TypeSafe's Jev turns structured state into typed choices, scores, and probabilities, and where a specialized decision model may fit in software.
Guides
A practical guide to open-weight LLM licenses, benchmark comparisons, local hardware planning, and the real costs of hosted APIs versus self-hosting.
Guides
Choose a coding LLM by matching the benchmark to your workflow, checking the agent harness, and measuring task quality and cost on your own repository.
Free access & pricing
Promotions change. Check the provider's current terms before signing up.
Deals
Jev is TypeSafe AI's structured decision model. See its current Vercel AI Gateway listing, published input price, suitable tasks, and limits.
Deals
Eligible U.S. college students can claim four free monthly billing periods of ChatGPT Plus by October 31, 2026. See eligibility, activation, and cancellation terms.
Deals
Current Z.ai GLM-5.3-Flash API rates are $0.15/M input, $0.03/M cached input, and $0.50/M output. See how API billing differs from Coding Plan quota discounts.
When you need the data
Use the underlying model data to explore, compare and check the details behind our editorial work.
What changed
News
OpenCode lists Omen Alpha with an unknown provider and unknown specifications. Here is what its usage page establishes, what remains unverified, and why its identity is still unknown.
News
Tencent Hy4 preview has 770B total and 49B activated parameters, a 1M context window, published FP8 checkpoints, deployment recipes, and an Apache 2.0 license.
News
Z.ai identifies GLM-5.3-Flash as the first native multimodal model in the GLM-5 series. Review its documented architecture, context limits, current API prices, and the limits of claims about Ox Alpha.
RankLLMs combines editorial analysis with published information from providers and third-party research. We link to sources and explain what the data can and cannot tell you. Read the Editorial Policy and Data Methodology for details.