# All AI Ask > All AI Ask (allaiask.com) is a unified AI workspace that lets you query GPT-5.6, Claude, Gemini, DeepSeek, Grok, and other leading LLMs side by side from one subscription and one API key. The Builder plan is $20/month with $10 monthly model usage included and transparent 1.25x provider pricing. ## Product - [Home](https://allaiask.com/): Product overview, live model roster, and pricing summary for the All AI Ask multi-model workspace. - [Pricing](https://allaiask.com/pricing): Single plan — Builder ($20/mo, $10 included model usage, transparent 1.25x provider pricing, API key access, higher rate limits). - [Try It Free](https://allaiask.com/try): Guest playground that lets visitors query a limited set of free-tier models (GPT-5.4 Nano, Claude Haiku 4.5, Gemini 3.1 Flash Lite, and others) without an account. - [App / Playground](https://allaiask.com/app): The logged-in multi-model chat workspace where subscribers run prompts across multiple AI models simultaneously. - [API Documentation](https://allaiask.com/api-docs): REST API reference for authenticating with an API key and querying GPT-5.6, Claude, Gemini, and DeepSeek from an external application. ## Models - [Dataset Corpus Index (JSON)](https://allaiask.com/data.json): Machine-readable index of every public dataset distribution, including schema, license, creator, temporal coverage, and source export date. - [All LLM Models Compared](https://allaiask.com/models): The complete model roster in one sortable table — context window, max output, modalities, reasoning, blended price, and measured speed, sourced and dated. The one canonical page per model on the site. - [Model Dataset (JSON)](https://allaiask.com/models/data.json): Machine-readable distribution of the /models dataset — full specs, price, speed, ranks, and cluster links per model. - [Versioned Pricing Dataset (JSON)](https://allaiask.com/datasets/pricing-2026-09-26.json): Registry-ready pricing snapshot with CSV and datasheet, verified 2026-09-26. - [Versioned Speed Dataset (JSON)](https://allaiask.com/datasets/speed-2026-08-08.json): Registry-ready five-run speed snapshot with CSV and datasheet, verified 2026-08-08. - [Versioned Verbosity Dataset (JSON)](https://allaiask.com/datasets/verbosity-2026-06-21.json): Registry-ready output-length index with CSV and datasheet, verified 2026-06-21. - [GPT-5.6 Sol](https://allaiask.com/models/gpt-5-6-sol): Canonical spec page — context window, max output, modalities, reasoning mode, release date, and knowledge cutoff for OpenAI's flagship. - [Claude Fable 5](https://allaiask.com/models/claude-fable-5): Canonical spec page for Anthropic's flagship — 1M-token context, extended-thinking mode, release date, and knowledge cutoff. - [Gemini 3.1 Pro](https://allaiask.com/models/gemini-3-1-pro): Canonical spec page for Google's flagship — 2M-token context, native audio/video input, release date, and knowledge cutoff. - [Grok 4.3](https://allaiask.com/models/grok-4-3): Canonical spec page for xAI's flagship — 1M-token context, reasoning mode, release date, and knowledge cutoff. - [DeepSeek V4 Pro](https://allaiask.com/models/deepseek-v4-pro): Canonical spec page for DeepSeek's reasoning flagship — context window, thinking mode, release date, and knowledge cutoff. - [Claude Opus 4.8](https://allaiask.com/models/claude-opus-4-8): Canonical spec page — context window, extended-thinking mode, release date, and knowledge cutoff. - [GLM-5.2](https://allaiask.com/models/glm-5-2): Canonical spec page for Z.ai's coding-first flagship — 1M-token context, release date, and knowledge cutoff. - [Qwen3.8 Max](https://allaiask.com/models/qwen3-8-max): Canonical spec page for Alibaba's flagship — context window, reasoning mode, release date, and knowledge cutoff. ## API Pricing - [LLM API Pricing Comparison](https://allaiask.com/llm-api-pricing): Sortable pricing table for every model we support, with a live cost calculator and per-model detail pages, sourced from provider pricing pages and dated. - [GPT-5.6 Sol Pricing](https://allaiask.com/llm-api-pricing/gpt-5-6-sol): OpenAI GPT-5.6 Sol API price per million input/output tokens. - [Claude Fable 5 Pricing](https://allaiask.com/llm-api-pricing/claude-fable-5): Anthropic Claude Fable 5 API price per million input/output tokens. - [Gemini 3.1 Pro Pricing](https://allaiask.com/llm-api-pricing/gemini-3-1-pro): Google Gemini 3.1 Pro API price per million input/output tokens. - [Grok 4.20 Pricing](https://allaiask.com/llm-api-pricing/grok-4-20-0309-reasoning): xAI Grok 4.20 Reasoning API price per million input/output tokens. - [DeepSeek V4 Pricing](https://allaiask.com/llm-api-pricing/deepseek-v4-pro): DeepSeek V4 Pro API price per million input/output tokens. - [Gemini 3.7 Flash Pricing](https://allaiask.com/llm-api-pricing/gemini-3-7-flash): Google Gemini 3.7 Flash API price per million input/output tokens. - [Grok 4.6 Pricing](https://allaiask.com/llm-api-pricing/grok-4-6): xAI Grok 4.6 API price per million input/output tokens. - [Claude Sonnet 5 Pricing](https://allaiask.com/llm-api-pricing/claude-sonnet-5): Anthropic Claude Sonnet 5 permanent $2/$10 API rate. - [GPT-4o Pricing](https://allaiask.com/llm-api-pricing/gpt-4o): OpenAI GPT-4o (legacy) API price per million input/output tokens. ## Cost - [LLM Cost Calculator](https://allaiask.com/llm-cost-calculator): Verbosity-adjusted monthly cost estimator across every priced model — models are ranked by measured output-token verbosity relative to the median model on identical prompts, not list price alone; across our test suites, verbosity indices span roughly 0.76x to 11.31x, a 15x spread in real cost for the same job. - [Cost Dataset (JSON)](https://allaiask.com/llm-cost-calculator/data.json): Machine-readable distribution of the /llm-cost-calculator dataset — the verbosity index (with run counts and min/max ratio spread) and per-workload ranked cost estimates. - [Chatbot Cost](https://allaiask.com/llm-cost-calculator/chatbot): Monthly cost estimate for a growing-conversation-history chatbot workload, ranked across every priced model. - [RAG Question Answering Cost](https://allaiask.com/llm-cost-calculator/rag-question-answering): Monthly cost estimate for a large-context, short-answer RAG workload. - [Coding Agent Cost](https://allaiask.com/llm-cost-calculator/coding-agent): Monthly cost estimate for a large-file-context, large-diff coding agent workload. - [Document Extraction Cost](https://allaiask.com/llm-cost-calculator/document-extraction): Monthly cost estimate for a medium-input, tiny-structured-output extraction workload. - [Long-Document Summarization Cost](https://allaiask.com/llm-cost-calculator/long-document-summarization): Monthly cost estimate for a very-large-input, medium-output summarization workload. - [Content Generation Cost](https://allaiask.com/llm-cost-calculator/content-generation): Monthly cost estimate for a tiny-input, large-output content generation workload. - [Classification at Volume Cost](https://allaiask.com/llm-cost-calculator/classification-at-volume): Monthly cost estimate for a tiny-input, tiny-output, huge-volume classification workload. - [Agentic Tool Loop Cost](https://allaiask.com/llm-cost-calculator/agentic-tool-loop): Monthly cost estimate for a multi-turn agentic tool-use workload, priced per completed task. - [OpenAI API Cost Calculator](https://allaiask.com/llm-cost-calculator/openai): Every priced OpenAI model ranked by verbosity-adjusted effective monthly cost, with the billing gotcha and levers specific to OpenAI's bill. - [Google API Cost Calculator](https://allaiask.com/llm-cost-calculator/google): Every priced Gemini model ranked by verbosity-adjusted effective monthly cost, with the billing gotcha and levers specific to Google's bill. - [xAI API Cost Calculator](https://allaiask.com/llm-cost-calculator/xai): Every priced Grok model ranked by verbosity-adjusted effective monthly cost, with the billing gotcha and levers specific to xAI's bill. - [Mistral API Cost Calculator](https://allaiask.com/llm-cost-calculator/mistral): Every priced Mistral model ranked by verbosity-adjusted effective monthly cost, with the billing gotcha and levers specific to Mistral's bill. - [Groq API Cost Calculator](https://allaiask.com/llm-cost-calculator/groq): Every priced Groq-hosted model ranked by verbosity-adjusted effective monthly cost, with the billing gotcha and levers specific to Groq's bill. - [How to Reduce LLM API Costs](https://allaiask.com/reduce-llm-costs): Ranked table of cost-reduction levers, each with a savings range computed from priced-model data (never hand-typed) and the tradeoff every other guide omits. - [Model Verbosity Lever](https://allaiask.com/reduce-llm-costs/model-verbosity): Savings from swapping a high-verbosity model for a lower one on the same job — measured output-token spread across graded models, from graded runs on identical prompts, dated. - [Batch API Lever](https://allaiask.com/reduce-llm-costs/batch-api): Savings from asynchronous batch pricing, with the published per-provider discount table and the tradeoff (turnaround time, retry/polling complexity). - [Context Trimming Lever](https://allaiask.com/reduce-llm-costs/context-trimming): Savings from trimming redundant input context, derived from each workload's trimmable input share and priced-model rates. ## Providers - [LLM API Providers Compared](https://allaiask.com/llm-providers): Capability and price matrix across 11 LLM API providers — OpenAI compatibility, prompt caching, batch discounts, free tiers, and data residency, sourced and dated. The only cross-provider operational table published anywhere. - [Provider Dataset (JSON)](https://allaiask.com/llm-providers/data.json): Machine-readable distribution of the /llm-providers dataset — per-provider price range, speed, and every operational fact. - [OpenAI API Pricing, Models & Rate Limits](https://allaiask.com/llm-providers/openai): OpenAI provider hub — all current and legacy GPT-5.6/GPT-5.4 models, pricing, prompt caching, batch discount, and rate-limit tiers. - [Anthropic API Pricing, Models & Rate Limits](https://allaiask.com/llm-providers/anthropic): Anthropic provider hub — all current and legacy Claude models, pricing, prompt caching, and rate-limit tiers. - [Google API Pricing, Models & Rate Limits](https://allaiask.com/llm-providers/google): Google provider hub — Gemini model pricing, context caching, and Vertex AI data residency. - [xAI API Pricing, Models & Rate Limits](https://allaiask.com/llm-providers/xai): xAI provider hub — Grok model pricing and OpenAI/Anthropic SDK compatibility. - [DeepSeek API Pricing, Models & Rate Limits](https://allaiask.com/llm-providers/deepseek): DeepSeek provider hub — V4 model pricing and disk-based prompt caching. - [Mistral API Pricing, Models & Rate Limits](https://allaiask.com/llm-providers/mistral): Mistral provider hub — full model lineup, pricing, and EU data residency. - [Groq API Pricing, Models & Rate Limits](https://allaiask.com/llm-providers/groq): Groq provider hub — hosted open-weight models (gpt-oss, Qwen) served on Groq LPUs, framed as hosting, not training. - [Cerebras API Pricing, Models & Rate Limits](https://allaiask.com/llm-providers/cerebras): Cerebras provider hub — hosted open-weight models served on wafer-scale inference hardware. - [Qwen (Alibaba) API Pricing, Models & Rate Limits](https://allaiask.com/llm-providers/qwen): Qwen provider hub — Alibaba Cloud Model Studio pricing and DashScope OpenAI-compatible mode. - [Amazon (Bedrock Nova) API Pricing, Models & Rate Limits](https://allaiask.com/llm-providers/amazon): Amazon provider hub — Nova model pricing on AWS Bedrock, including the SigV4/IAM auth model that differs from every other provider on this site. - [Z.ai API Pricing, Models & Rate Limits](https://allaiask.com/llm-providers/zai): Z.ai provider hub — GLM model pricing and open-weight coding-flagship positioning. ## Implementation - [OpenAI Rate Limits by Tier](https://allaiask.com/llm-providers/openai/rate-limits): OpenAI API rate limits by usage tier — requests/min, tokens/min, response headers, and what a 429 actually looks like, sourced and dated. - [How to Get an OpenAI API Key](https://allaiask.com/llm-providers/openai/api-key): Step-by-step OpenAI console flow — key creation, the env var name, payment requirements, and revocation. - [Anthropic Rate Limits by Tier](https://allaiask.com/llm-providers/anthropic/rate-limits): Anthropic API rate limits by usage tier — requests/min, tokens/min, response headers, and what a 429 actually looks like, sourced and dated. - [How to Get an Anthropic API Key](https://allaiask.com/llm-providers/anthropic/api-key): Step-by-step Anthropic console flow — key creation, the env var name, payment requirements, and revocation. - [How to Get a DeepSeek API Key](https://allaiask.com/llm-providers/deepseek/api-key): Step-by-step DeepSeek console flow — key creation, the env var name, payment requirements, and revocation. - [How to Get a Groq API Key](https://allaiask.com/llm-providers/groq/api-key): Step-by-step Groq console flow — key creation, the env var name, payment requirements, and revocation. ## Task Recommendations - [Best LLM for Every Task](https://allaiask.com/best-llm-for): Index of 10 task-based rankings (coding, writing, math, agents, RAG, and more) — each model choice backed by price, measured speed, context window, and graded accuracy where we have run a controlled test. - [Task Dataset (JSON)](https://allaiask.com/best-llm-for/data.json): Machine-readable distribution of the /best-llm-for dataset — per-task weights, requirements, evidence, and ranked candidates. - [Best LLM for Coding](https://allaiask.com/best-llm-for/coding): Coding-task ranking backed by graded code-generation and algorithm test results, plus a Python subsection. - [Best LLM for Structured Data Extraction](https://allaiask.com/best-llm-for/data-extraction): JSON-extraction ranking backed by a graded structured-output test. - [Best LLM for Writing & Content](https://allaiask.com/best-llm-for/writing): Copywriting ranking backed by a graded plain-English writing test. - [Best LLM for Math & Reasoning](https://allaiask.com/best-llm-for/math-and-reasoning): Reasoning-mode-only ranking backed by a graded constraint-logic-puzzle test. - [Best LLM for Agents & Tool Use](https://allaiask.com/best-llm-for/agents): Reasoning-mode-only ranking weighted toward measured throughput, backed by a graded algorithmic-coding test. - [Best LLM for Long Documents & RAG](https://allaiask.com/best-llm-for/long-documents): Requirements-fit ranking among 200K+ context models — no controlled quality test run yet. - [Best LLM for Summarization](https://allaiask.com/best-llm-for/summarization): Requirements-fit ranking weighted toward input-heavy price and context window. - [Best LLM for Chatbots & Support](https://allaiask.com/best-llm-for/chatbots): Requirements-fit ranking weighted toward measured speed and price for high-volume chat turns. - [Best LLM for Translation](https://allaiask.com/best-llm-for/translation): Requirements-fit ranking weighted toward price and measured speed. - [Best LLM for Image Understanding](https://allaiask.com/best-llm-for/image-understanding): Requirements-fit ranking among vision-capable models on context window and price. ### Qualified by constraint - No qualified-task pages are published; all 15 previews remain noindex until measured demand clears the 70/month floor. ## Alternatives & Switching - [LLM Alternatives](https://allaiask.com/alternatives): Switching-layer index — ranked cross-provider alternatives for 17 current models and provider-level alternative pages, each with a published effort label (drop-in/config/code-change/rewrite) and honest parity gaps. - [Alternatives Dataset (JSON)](https://allaiask.com/alternatives/data.json): Machine-readable distribution of the /alternatives dataset — per-model ranked alternatives, effort labels, price/speed deltas, and parity gaps. - [GPT-5.6 Sol Alternatives](https://allaiask.com/alternatives/gpt-5-6-sol): Cross-provider alternatives to OpenAI's flagship, ranked by price, migration effort, and parity. - [Claude Fable 5 Alternatives](https://allaiask.com/alternatives/claude-fable-5): Cross-provider alternatives to Anthropic's flagship, ranked by price, migration effort, and parity. - [Gemini 3.1 Pro Alternatives](https://allaiask.com/alternatives/gemini-3-1-pro): Cross-provider alternatives to Google's flagship, ranked by price, migration effort, and parity. - [Grok 4.3 Alternatives](https://allaiask.com/alternatives/grok-4-3): Cross-provider alternatives to xAI's flagship, ranked by price, migration effort, and parity. - [DeepSeek V4 Pro Alternatives](https://allaiask.com/alternatives/deepseek-v4-pro): Cross-provider alternatives to DeepSeek's reasoning flagship, ranked by price, migration effort, and parity. - [OpenAI API Alternatives](https://allaiask.com/llm-providers/openai/alternatives): Provider-level comparison — every other provider we route to, compared on price, wire compatibility, and migration effort against OpenAI. - [Anthropic API Alternatives](https://allaiask.com/llm-providers/anthropic/alternatives): Provider-level comparison — every other provider we route to, compared on price, wire compatibility, and migration effort against Anthropic. - [Migrate Between LLM Providers](https://allaiask.com/migrate): Directed provider-to-provider API migration hub — a per-parameter mapping table derived from a hand-sourced 11-provider, 18-concept API surface map, plus the pairs that are a three-line base-URL swap and need no page at all. - [Migration Parameter Map Dataset (JSON)](https://allaiask.com/migrate/data.json): Machine-readable cross-provider API parameter map — every provider's request-parameter surface and every registered pair's derived mapping, sourced and dated per row. ## Errors & Troubleshooting - [LLM API Error Codes](https://allaiask.com/errors): Normalised cross-provider LLM API error taxonomy — the exact wire body for each error, why it happens on that provider and not its neighbors, and a fix as executable code, sourced and dated per signature. - [Error Taxonomy Dataset (JSON)](https://allaiask.com/errors/data.json): Machine-readable distribution of the /errors dataset — every provider's error signatures with wire bodies, retryability, and Retry-After semantics. ## Live Data & Benchmarks - [Speed Benchmarks](https://allaiask.com/benchmarks): Server-rendered LLM speed leaderboard — time-to-first-token and tokens-per-second, measured with a fixed prompt across every current model, with a published methodology and re-run cadence. - [Speed Benchmark Dataset (JSON)](https://allaiask.com/benchmarks/data.json): Machine-readable distribution of the /benchmarks dataset — per-model TTFT, tokens/sec, p95, sample count, and rank. - [Q3 2026 LLM Pricing and Performance Report](https://allaiask.com/reports/llm-state-q3-2026): Quarterly synthesis of versioned pricing and controlled speed data, with accessible tables, limitations, citation instructions, and downloadable JSON/CSV. - [Q3 2026 Report Dataset (JSON)](https://allaiask.com/reports/llm-state-q3-2026/data.json): Machine-readable report tables and dataset IDs for the Q3 2026 pricing/performance snapshot. ## Model Lifecycle - [Model Deprecations & Retirement Dates](https://allaiask.com/model-deprecations): Cross-provider tracker of every legacy, deprecated, and retired LLM API model we route to, with sourced announced/shutdown dates, successor models, and price deltas. - [Model Lifecycle Dataset (JSON)](https://allaiask.com/model-deprecations/data.json): Machine-readable distribution of the /model-deprecations dataset — status, dates, successor, and source per model. - [Migrating off GPT-4o](https://allaiask.com/model-deprecations/gpt-4o): Hand-written migration guide covering price, speed, and context-window deltas plus gotchas moving off GPT-4o. - [Migrating off Claude Sonnet 4](https://allaiask.com/model-deprecations/claude-sonnet-4): Migration guide for the 1:1 upgrade path from Claude Sonnet 4 to Sonnet 4.6. ## Model Test Suites (reproducible, live API runs) - [Cheap Model Tests](https://allaiask.com/cheap-model-tests): Index of tests run against every model priced under $3 per million output tokens, using identical prompts sent through the live All AI Ask API. - [Cheap Model Test Evidence Dataset (JSON)](https://allaiask.com/cheap-model-tests/data.json): First-party frozen suite records from `frontend/src/lib/seoTests.ts`, including prompts, verbatim outputs, latency, token usage, cost, and graded accuracy. - [Cheap Test: Code Snippet](https://allaiask.com/cheap-model-tests/code-snippet-fibonacci): Budget-model results for writing a Fibonacci code snippet, scored on speed, cost, and accuracy. - [Cheap Test: Short Paragraph](https://allaiask.com/cheap-model-tests/short-paragraph-api-explainer): Budget-model results for writing a short API-explainer paragraph, scored on speed, cost, and accuracy. - [Cheap Test: Structured Data](https://allaiask.com/cheap-model-tests/structured-data-extraction): Budget-model results for extracting structured data from text, scored on speed, cost, and accuracy. - [Premium Model Tests](https://allaiask.com/premium-model-tests): Index of tests run against premium/frontier models on harder reasoning and algorithmic tasks. - [Premium Model Test Evidence Dataset (JSON)](https://allaiask.com/premium-model-tests/data.json): First-party frozen suite records from `frontend/src/lib/premiumTests.ts`, including prompts, verbatim outputs, latency, token usage, cost, and graded accuracy. - [Premium Test: Logic Puzzle](https://allaiask.com/premium-model-tests/constraint-logic-puzzle): Frontier-model results for solving a constraint logic puzzle, scored on speed, cost, and accuracy. - [Premium Test: Hard Algorithm](https://allaiask.com/premium-model-tests/median-two-sorted-arrays): Frontier-model results for implementing median-of-two-sorted-arrays in O(log n), scored on speed, cost, and accuracy. ## Model Comparisons Qualified pair-plus-task comparison previews are intentionally omitted until their query families have measured rows in VALIDATED_MATRIX.md; draft URLs are noindex and are not part of the public machine-readable route inventory. - [All Comparisons](https://allaiask.com/compare): Index of every head-to-head model comparison, migration guide, and "best AI for X" leaderboard published on the site — 70 pages covering the current model catalog. - [Claude Fable 5 vs GPT-5.6 Sol](https://allaiask.com/compare/claude-fable-5-vs-gpt-5-6-sol): Head-to-head of the two current frontier-tier flagships on price, context window, and capability. - [DeepSeek V4 Pro vs GPT-5.6 Sol](https://allaiask.com/compare/deepseek-v4-pro-vs-gpt-5-6-sol): Budget reasoning model vs frontier flagship — price, context, and reasoning-mode comparison. - [GPT-5.6 Sol vs Grok 4.3](https://allaiask.com/compare/gpt-5-6-sol-vs-grok-4-3): OpenAI's flagship vs xAI's flagship on price, context window, and capability. - [Claude Opus 4.8 vs Gemini 3.1 Pro](https://allaiask.com/compare/claude-opus-4-8-vs-gemini-3-1-pro): Mid-tier flagship comparison, including Gemini's 2M-token context window. - [Gemini 3.1 Pro vs GPT-5.6 Terra](https://allaiask.com/compare/gemini-3-1-pro-vs-gpt-5-6-terra): Google vs OpenAI mid-tier comparison on price and context window. - [GPT-4o vs GPT-5.6 Sol](https://allaiask.com/compare/gpt-4o-vs-gpt-5-6-sol): Migration guide from OpenAI's legacy flagship to the current one. - [Claude Sonnet 4 vs Claude Sonnet 4.6](https://allaiask.com/compare/claude-sonnet-4-vs-claude-sonnet-4-6): Migration guide from the previous to the current Sonnet-tier Claude model. - [GPT-4o vs Claude Sonnet](https://allaiask.com/compare/gpt-4o-vs-claude): Legacy head-to-head comparison of OpenAI GPT-4o and Anthropic Claude Sonnet; banners to the current-model matchup. - [Gemini 2.5 vs ChatGPT](https://allaiask.com/compare/gemini-vs-chatgpt): Legacy head-to-head comparison of Google Gemini 2.5 and OpenAI ChatGPT (GPT-4o); banners to the current-model matchup. - [Fastest AI Models 2026](https://allaiask.com/compare/fastest-ai-models): Inference-speed leaderboard comparing GPT-OSS on Cerebras/Groq, Gemini 3.6 Flash, DeepSeek V4 Flash, and Claude Haiku 4.5. - [Cheapest AI APIs 2026](https://allaiask.com/compare/cheapest-ai-api): API pricing comparison across Amazon Nova Micro, DeepSeek V4 Flash, GPT-5.6 Luna, and Claude Fable 5, sourced from the live pricing registry. - [Best LLM for Coding](https://allaiask.com/best-llm-for/coding): Evidence-backed coding-task ranking — replaces the old best-ai-for-coding editorial page (301 redirected here). - [DeepSeek V3 vs GPT-4o](https://allaiask.com/compare/deepseek-v3-vs-gpt-4o): Legacy head-to-head comparison of the open-weight DeepSeek V3 and OpenAI's GPT-4o; banners to the current-model matchup. - [Claude 3.5 Sonnet vs Gemini 1.5 Pro](https://allaiask.com/compare/claude-3-5-sonnet-vs-gemini-1-5-pro): Legacy head-to-head comparison of Claude 3.5 Sonnet and Gemini 1.5 Pro; banners to the current-model matchup. - [Grok 2 vs GPT-4o](https://allaiask.com/compare/grok-2-vs-gpt-4o): Legacy head-to-head comparison of xAI's Grok 2 and OpenAI's GPT-4o; banners to the current-model matchup. - [Best LLM for Math & Reasoning](https://allaiask.com/best-llm-for/math-and-reasoning): Evidence-backed math-and-reasoning ranking — replaces the old best-ai-for-math editorial page (301 redirected here). ## Blog - [Blog](https://allaiask.com/blog): Index of All AI Ask articles on AI industry news, model releases, and provider economics. - [The Grok Deprecation](https://allaiask.com/blog/grok-deprecation): Post-mortem analysis of xAI's Grok 4.1 Fast API deprecation and the resulting shift in developer trust. - [Gemini 3.7 Flash Release](https://allaiask.com/blog/gemini-3-7-flash-release): API specs, pricing, tools, and migration from Gemini 3.6 Flash. - [Grok 4.6 Release](https://allaiask.com/blog/grok-4-6-release): Price, 500K context, tools, and migration from Grok 4.5. - [DeepSeek V4 Off-Peak Pricing](https://allaiask.com/blog/deepseek-v4-off-peak-pricing): UTC windows, announced effective date, rates, and scheduling examples. - [Claude Sonnet 5 Release](https://allaiask.com/blog/claude-sonnet-5-release): Permanent pricing, agentic positioning, tokenizer caveat, and migration advice. ## Company - [About](https://allaiask.com/about): What All AI Ask does, where the benchmark, pricing, and speed data comes from, and how often it is updated. - [Privacy Policy](https://allaiask.com/privacy): All AI Ask's data privacy policy covering user data collection, storage, and third-party API usage. - [Terms of Service](https://allaiask.com/terms): All AI Ask's terms of service governing use of the platform, subscriptions, and API access. ## Methodology Every dataset above (`.../data.json`) carries a `verifiedAt` per row and a `sourceUrl` where the fact was checked — an unmeasured value renders as `—`, never interpolated. Pricing is checked against each provider's published pricing page; specs against each provider's model docs; speed is measured directly by All AI Ask with a fixed prompt across every current model (see [Speed Benchmarks](https://allaiask.com/benchmarks) for the re-run cadence). No page on this site is auto-generated from an LLM; content is templated from these sourced, dated data modules. ### Dataset: /alternatives/data.json Produced from the hand-reviewed model and provider switching matrix. Alternatives are ranked by price delta, compatibility, migration effort, and documented parity gaps; each row retains its source and verification date. ### Dataset: /benchmarks/data.json Produced from repeatable live benchmark runs using the same prompt and measurement harness for each model. The export contains aggregate latency and throughput statistics, sample counts, ranks, and the run date; it does not contain user prompts. ### Dataset: /cheap-model-tests/data.json Produced directly from the frozen first-party test records in `frontend/src/lib/seoTests.ts`. Each record preserves the identical prompt, verbatim model output, latency, token usage, cost, and agent-graded accuracy from the dated live API suite; no result is inferred from a neighboring test. ### Dataset: /premium-model-tests/data.json Produced directly from the frozen first-party test records in `frontend/src/lib/premiumTests.ts`. Each record preserves the identical hard-task prompt, verbatim model output, latency, token usage, cost, and graded accuracy from the dated live API suite, including the published programmatic verification basis. ### Dataset: /best-llm-for/data.json Produced by joining task requirements and weights with the measured model catalog, pricing, speed, and controlled task evidence. Rankings are requirements-fit recommendations, with unmeasured evidence shown explicitly rather than inferred. ### Dataset: /errors/data.json Produced from the hand-authored normalized error taxonomy and aggregate gateway observations. Wire signatures, retryability, and fixes are retained; secrets, request identifiers, prompts, and raw provider payloads are excluded. ### Dataset: /llm-cost-calculator/data.json Produced by applying the published workload token shapes, volume presets, provider pricing, cache assumptions, batch eligibility, and measured verbosity index to every priced model. The export is a computed distribution, not a hand-typed price list. ### Dataset: /llm-providers/data.json Produced from the provider profile registry and its dated first-party sources. Capability, pricing, caching, batch, residency, free-tier, and rate-limit fields remain provider-scoped so missing facts render as `—`. ### Dataset: /migrate/data.json Produced by deriving directed migration mappings from the shared provider parameter-surface map and registered migration pairs. Each result records the relevant breaking changes, compatibility notes, source evidence, and verification date. ### Dataset: /model-deprecations/data.json Produced from the model lifecycle registry and provider announcements. Status, announced retirement dates, successors, and price deltas are exported with their source URLs and last verification dates. ### Dataset: /models/data.json Produced by joining the canonical model entity catalog with sourced specifications, lifecycle, pricing, and measured speed. The model entity slug and canonical URL are stable identifiers across the other public distributions. ### Dataset: /reports/llm-state-q3-2026/data.json Produced from the versioned Q3 2026 pricing and controlled speed snapshot. Report tables preserve the as-of date and dataset identifiers so a citation can distinguish this historical cut from current live data. ### Dataset: /root/data.json Produced as the machine-readable index of the eleven public distributions above. It reports each distribution's URL, schema, license, creator, temporal coverage, and last export date; it is an index, not a second copy of the rows. ## Changelog - 2026-08-08: Added `check:llms` build guard — every dataset cluster indexed here is now verified present at build time. - 2026-08-15: Completed the v2 inventory with route-family coverage, per-dataset methodology, draft exclusion, and dated changelog validation. - 2026-09-27: Documented the new About page route family.