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gpt-5.6-sol
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claude-fable-5
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gemini-3.1-pro
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Batch 57 evidence contribution · owner: home

Product-category route selection

All AI Ask helps visitors browse models, compare evidence, run one prompt, estimate workload cost, or integrate a unified API. The home page routes each goal to its canonical surface rather than answering downstream questions itself. Verified 2026-09-02; current coverage, account boundaries, privacy terms, and route-specific evidence can change.

Verification identity: Luna / Continuous SEO Builder Batch 57 · verifiedAt 2026-09-02 · exact route owner home. Qualitative demand is search-result evidence only; exact monthly volume is unavailable.

Visitor-intent route map

Scope: Owns category orientation and the boundary between browse, compare, task, cost, run, and integration surfaces.

Deterministic formula/rule: destination = first matching visitor goal; home provides routing context, not the downstream verdict

Evidence owner: All AI Ask model registry · verified 2026-09-02. Missing or conflicting joins fail closed.

Frozen scenarioRequest / response / model / provider / host / surface / realm / account / artifact / claim / rate / event / prompt / config / usage fieldsBounded result
batch57-home-m1-r1
browse all models
Inputs: visitor asks for the complete current model roster
Joined fields: question class, current registry snapshot, provider rows, route state, verification date
Verification: observed values are accepted only from the named source; assumptions remain labeled.
ROUTE — canonical model hub
Route to `/models`; home supplies orientation and does not reproduce the roster verdict.
batch57-home-m1-r2
compare an exact pair
Inputs: visitor names two models and requests a side-by-side decision
Joined fields: pair IDs, comparison slug, evidence scope, host/surface, prompt or benchmark requirement
Verification: observed values are accepted only from the named source; assumptions remain labeled.
ROUTE — pair owner
Route to the exact comparison owner; home does not publish a pair winner.
batch57-home-m1-r3
choose for a task
Inputs: visitor describes a workload or task category
Joined fields: task slug, required modality/control, evidence threshold, current task registry
Verification: observed values are accepted only from the named source; assumptions remain labeled.
ROUTE — task owner
Route to the task owner; do not infer a recommendation from the home page category copy.
batch57-home-m1-r4
estimate workload cost
Inputs: visitor supplies workload volume and token assumptions
Joined fields: input/output/cache tokens, model/rate period, currency, retry assumption, calculator slug
Verification: observed values are accepted only from the named source; assumptions remain labeled.
ROUTE — calculator owner
Route to a calculator; home does not calculate arbitrary spend.
batch57-home-m1-r5
run one prompt
Inputs: visitor wants an immediate same-prompt execution
Joined fields: prompt privacy class, selected models, guest/account state, response artifact, policy link
Verification: observed values are accepted only from the named source; assumptions remain labeled.
ROUTE — try surface
Route to `/try`; account and privacy requirements remain visible before execution.
batch57-home-m1-r6
API integration
Inputs: developer wants programmatic multi-model access
Joined fields: API version, auth requirement, request/response contract, model roster, usage/error semantics
Verification: observed values are accepted only from the named source; assumptions remain labeled.
ROUTE — API docs
Route to `/api-docs`; direct-provider details remain with their provider owners.

Current platform coverage register

Scope: Owns a dated conservative snapshot for OpenAI, Anthropic, Google, xAI, DeepSeek, and open-model providers; registry rows do not imply every model is routable.

Deterministic formula/rule: coverage = registry rows with current source and route state; draft or missing source => draft/unavailable

Evidence owner: All AI Ask model registry · verified 2026-09-02. Missing or conflicting joins fail closed.

Frozen scenarioRequest / response / model / provider / host / surface / realm / account / artifact / claim / rate / event / prompt / config / usage fieldsBounded result
batch57-home-m2-r1
OpenAI cohort
Inputs: coverage check for the OpenAI registry slice
Joined fields: provider key, current registry rows, source URLs, route state, newest verifiedAt
Verification: observed values are accepted only from the named source; assumptions remain labeled.
BOUNDED — registry coverage
Show only rows admitted by the registry; no claim is made for unlisted or unroutable models.
batch57-home-m2-r2
Anthropic cohort
Inputs: coverage check for the Anthropic registry slice
Joined fields: provider key, model IDs, source dates, route state, current/draft flag
Verification: observed values are accepted only from the named source; assumptions remain labeled.
BOUNDED — registry coverage
Show the dated registry cohort and hand off exact facts to model/provider owners.
batch57-home-m2-r3
Google cohort
Inputs: coverage check for the Google registry slice
Joined fields: provider key, endpoint/realm, source date, route state, current model rows
Verification: observed values are accepted only from the named source; assumptions remain labeled.
CONDITIONAL — surface scope
Keep surface and realm explicit; provider presence does not establish every surface is routable.
batch57-home-m2-r4
xAI cohort
Inputs: coverage check for the xAI registry slice
Joined fields: provider key, exact model/host, source URL, lifecycle state, verification date
Verification: observed values are accepted only from the named source; assumptions remain labeled.
BOUNDED — exact identity
Render only source-backed current rows; aliases and third-party availability remain separate.
batch57-home-m2-r5
DeepSeek cohort
Inputs: coverage check for the DeepSeek registry slice
Joined fields: provider key, exact IDs, pricing/model source, current state, verification date
Verification: observed values are accepted only from the named source; assumptions remain labeled.
BOUNDED — registry coverage
Show registry coverage without importing event pricing or arbitrary workload economics.
batch57-home-m2-r6
open-model-provider cohort
Inputs: coverage check across hosted or open-model provider rows
Joined fields: provider/host identity, artifact or endpoint, source date, current route state
Verification: observed values are accepted only from the named source; assumptions remain labeled.
CONDITIONAL — host identity
Separate provider-hosted availability from weights or other hosts; unresolved identity is Unavailable.

Browse, run, and integrate access-boundary board

Scope: Owns account class, data path, policy link, expected artifact, and available/conditional/blocked state without inferring retention or training behavior.

Deterministic formula/rule: access = surface + account class + policy scope + artifact requirement; undocumented policy => conditional

Evidence owner: All AI Ask privacy policy · verified 2026-09-02. Missing or conflicting joins fail closed.

Frozen scenarioRequest / response / model / provider / host / surface / realm / account / artifact / claim / rate / event / prompt / config / usage fieldsBounded result
batch57-home-m3-r1
anonymous research
Inputs: visitor is browsing without an account or execution request
Joined fields: account class=anonymous, data path=public HTML, policy link, expected artifact=none
Verification: observed values are accepted only from the named source; assumptions remain labeled.
AVAILABLE — public research
Allow public research and route to canonical public pages; no private result/history is emitted.
batch57-home-m3-r2
guest try
Inputs: visitor requests a temporary guest comparison
Joined fields: guest session class, prompt privacy warning, selected models, response receipt, retention policy link
Verification: observed values are accepted only from the named source; assumptions remain labeled.
CONDITIONAL — guest limits
Allow only within the documented guest boundary; account-required models remain conditional.
batch57-home-m3-r3
signed-in history
Inputs: signed-in user asks about private saved history
Joined fields: principal/account class, authenticated route, history artifact, access boundary, noindex state
Verification: observed values are accepted only from the named source; assumptions remain labeled.
BLOCKED — private account route
Keep private history out of indexable HTML and route through the account surface.
batch57-home-m3-r4
API-key integration
Inputs: developer uses an API key for a programmatic request
Joined fields: key scope, server-side data path, API version, request ID, response/usage receipt
Verification: observed values are accepted only from the named source; assumptions remain labeled.
AVAILABLE — API contract
Use the documented API contract; never expose credentials or private responses in the public page.
batch57-home-m3-r5
sensitive prompt
Inputs: prompt may contain confidential or personal information
Joined fields: privacy class, provider list, data path, retention/training policy link, consent state
Verification: observed values are accepted only from the named source; assumptions remain labeled.
CONDITIONAL — privacy review
Warn and require policy review; do not infer a stronger privacy guarantee than the published terms.
batch57-home-m3-r6
unsupported model
Inputs: selected model is not in the current routable registry
Joined fields: requested ID, registry status, provider/host, fallback availability, source date
Verification: observed values are accepted only from the named source; assumptions remain labeled.
UNAVAILABLE — model not admitted
Do not execute or substitute silently; show Unavailable and link to the current registry.

Primary sources: All AI Ask model registry · All AI Ask privacy policy

Contextual reading: Browse all models · Compare exact models · Choose for a task · Estimate API cost · Read API docs

Owner-attributed next step: run a matched comparison at /try?source=batch57-home. Historical and unavailable states remain visible until their exact source joins resolve.

Getting started

How it works

Three steps. Zero friction.

1

Choose Models

Select multiple models from different providers simultaneously.

2

Ask Anything

Ask your question once and see it answered by every model at the same time.

3

Compare Results

Analyze performance, quality, and speed side-by-side.

Features

Built for serious evaluation

Everything you need, nothing you don't.

Streaming Responses

Answers arrive as they're generated. Every model, in parallel.

Usage-Based Billing

Pay for exactly what you use. No hidden fees, no token bundles.

Unified Access

OpenAI, Anthropic, Google, DeepSeek, and Meta through a single API.

Side-by-Side Comparison

Evaluate outputs in a structured layout designed for objective comparison.

Automated Judging

Score outputs objectively using higher-tier models as evaluators.

Full History

Every prompt and response is indexed. Search, filter, and revisit any session.

Use cases

Built for your workflow

From prototyping to production.

Intelligent Routing

Route requests to specific models based on cost, speed, or accuracy requirements in real time.

Synthetic Data

Generate diverse datasets for training and validation by blending the reasoning strengths of multiple architectures.

Automated Evaluation

Use higher-tier models as judges to score and refine outputs from faster, cost-effective models at scale.

Pricing

Simple, transparent pricing

One plan. No surprises.

Builder

$20USD / month

Everything you need to compare, judge, and build with every major AI model.

  • $10 of monthly model usage included
  • Flexible top-ups: add credit as you need ($20, $50, $100)
  • Transparent pricing (1.25x provider cost)
  • Full API Key Access for programmatic evaluation
  • See actual and estimated model costs
  • Side-by-side multi-model comparison
  • Automated AI Judge scoring and evaluation
  • Higher rate limits (60 requests/min)
Subscribe to Builder

Model Billing Rates & Average Query Cost

Model NameProviderBilled Input / 100K (Credits)Billed Output / 100K (Credits)Average Query Cost (Credits)*
gpt-5.4OpenAI7502,25018
claude-opus-4.6Anthropic2,25011,25078
gemini-3.1-proGoogle1807505
deepseek-v3DeepSeek21420.4
llama-4-scout (OSS)Meta (Groq)17510.4
* Average query cost is calculated in All AI Ask Credits (where $1 USD = 1,000 Credits, including our 1.5x gateway multiplier) and assumes a typical payload of 1,000 input tokens and 500 output tokens.

Security

Privacy by design

Your data stays yours. Full stop.

No Model Training

Your prompts and outputs are never used to train any foundation model. We use API-only integrations with all providers.

Prompt Redaction Mode

Enable per-account prompt redaction. When active, your prompt text is never persisted to disk (only a redacted placeholder is stored).

Scoped Authentication

Every account is verified via email OTP. Sessions use short-lived JWT access tokens with separate refresh tokens for secure rotation.

Security Architecture

Data Isolation

  • All queries scoped to authenticated user ID
  • Hashed API keys with in-memory cache and TTL
  • Prompt redaction mode for sensitive workloads

Provider Integrations

  • API-only access — no model training on your data
  • Per-request provider routing with cost tracking
  • Decommissioned model rejection at the gateway

Access Control

  • Email OTP verification on registration
  • JWT access and refresh token rotation
  • Revocable API keys with SHA-256 hash storage

Questions

What models are supported?

We support the latest and most capable models from all leading platforms, including OpenAI, Anthropic, Google, Meta, and DeepSeek. Our system is designed to integrate new models within hours of their public release.

How does the credit system work?

Each plan comes with a set amount of monthly credits. Credits are consumed based on the token usage of the models you interact with. We bill in micro-credits to ensure you only pay for what you actually use.

How does the credit system translate to tokens?

Credits map directly to raw token consumption. For example, $10 of credits corresponds to roughly 1 million input tokens of gpt-5.6-sol, or up to 60 million input tokens on our open-source models. View the Benchmarks section for detailed conversion rates.

Is there a free trial?

Yes — new accounts get a 7-day Pro trial with full API key access and model availability, plus starting usage credits. Try all models for 7 days, then continue on the Builder plan at $20/month.

Can I cancel my subscription at any time?

Absolutely. You can manage your subscription through our billing portal and cancel at any time. Your credits remain active until the end of your billing cycle.