Run one prompt across multiple AI models

All AI Ask sends one prompt to multiple supported models so you can compare answers, latency, and cost in one view. Start a limited guest run without signing up.

What you can compare

Compare text responses across current OpenAI, Anthropic, Google, DeepSeek, Qwen, Meta, xAI, and other supported models. The interactive comparison can show each model's response, throughput, latency, and usage cost when those measurements are available.

Capabilities and limitations

This is a practical side-by-side prompt test, not a universal model ranking. Results depend on your prompt, selected models, provider availability, rate limits, context, and time of day. Guest access is limited, some models require an account, and benchmark figures are measured under fixed conditions rather than guaranteed performance for your workload.

Privacy and data handling

Guest sessions are temporary and anonymous. Do not submit passwords, API keys, confidential business information, or personal data you do not want processed by the selected model providers. Read the privacy policy for the complete data-handling terms. Comparison responses and private account history are not part of this indexable page.

How this differs from benchmarks

A live comparison answers your prompt in real time. Our benchmark pages use repeatable test prompts and documented conditions to compare speed or cost; they are evidence for a controlled scenario, not a prediction of every live response.

Run a free comparison or browse supported models.

Same-prompt comparison admission and review

Use All AI Ask’s try surface when one prompt must reach several selected models under matched controls. The page is for immediate execution and evidence review, not a universal ranking. Verified 2026-09-02; availability, request identity, provider responses, privacy constraints, and incomplete usage can make a comparison conditional or Unavailable.

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

Same-prompt admission register

Scope: Owns comparable request admission across exact model IDs, hosts, surfaces, account class, prompt/config, tools, schema, modality, and context reserve.

Deterministic formula/rule: admit = exact prompt/config + control parity + resolved model/host + sufficient context; otherwise conditional or blocked

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

Frozen scenario	Request / response / model / provider / host / surface / realm / account / artifact / claim / rate / event / prompt / config / usage fields	Bounded result
`batch57-try-m1-r1` plain-text question	Inputs: one text prompt; no tools or schema; selected IDs supplied by the visitor Joined fields: prompt hash, model IDs, host, account class, modality=text, context reserve, response receipt Verification: observed values are accepted only from the named source; assumptions remain labeled.	CONDITIONAL — parity receipt required Admit only when the prompt and controls are byte-equivalent across selected models; otherwise conditional.
`batch57-try-m1-r2` system-instruction parity	Inputs: shared system instruction plus user prompt; same generation controls Joined fields: system hash, prompt hash, temperature, max output, tool/schema flags, requested/effective IDs Verification: observed values are accepted only from the named source; assumptions remain labeled.	BLOCKED — config join missing Comparable when system/config hashes and effective IDs match; a missing system hash blocks the comparison.
`batch57-try-m1-r3` structured-output request	Inputs: JSON-schema request with required fields and constrained output Joined fields: schema hash/version, response content-type, parse result, model support, output token usage Verification: observed values are accepted only from the named source; assumptions remain labeled.	CONDITIONAL — schema support differs Admit only if every selected model accepts the same schema or mark the unsupported member separately.
`batch57-try-m1-r4` tool request	Inputs: function/tool declaration and one tool-capable prompt Joined fields: tool name/schema hash, call arguments, tool result hash, side-effect class, effective model Verification: observed values are accepted only from the named source; assumptions remain labeled.	HOLD — tool envelope must match Hold a cross-model result when tool schemas or side-effect envelopes differ.
`batch57-try-m1-r5` oversized context	Inputs: prompt exceeds at least one selected model context reserve Joined fields: input token count, context limit, output reserve, truncation/error, exact model ID Verification: observed values are accepted only from the named source; assumptions remain labeled.	BLOCKED — context admission fails Do not admit a shared comparison; route the overflow to an exact model owner or reduce the prompt.
`batch57-try-m1-r6` unsupported modality	Inputs: image, audio, video, or PDF supplied to a model without confirmed support Joined fields: media hash/type, modality, model capability source, host, account, response/error receipt Verification: observed values are accepted only from the named source; assumptions remain labeled.	UNAVAILABLE — modality join required Exclude the unsupported member and keep the run conditional rather than inferring a multimodal result.

Multi-model response evidence receipt

Scope: Owns observed request/response evidence; it cannot manufacture latency, usage, effective IDs, or a winner from prose length.

Deterministic formula/rule: comparable = raw artifacts + matching request receipt + observed fields; missing join => Unavailable

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

Frozen scenario	Request / response / model / provider / host / surface / realm / account / artifact / claim / rate / event / prompt / config / usage fields	Bounded result
`batch57-try-m2-r1` all-success cohort	Inputs: all selected requests return a complete response for the same prompt Joined fields: request/response IDs, raw hashes, status, effective IDs, latency, input/output usage, retry count Verification: observed values are accepted only from the named source; assumptions remain labeled.	OBSERVED — cohort can be reviewed A bounded comparison receipt is available; it does not create a universal winner.
`batch57-try-m2-r2` partial timeout	Inputs: one or more members time out while other responses complete Joined fields: attempt IDs, timeout threshold, provider status, completed raw hashes, retry/idempotency state Verification: observed values are accepted only from the named source; assumptions remain labeled.	PARTIAL — timeout is visible Report completed members and mark the timed-out member Unavailable; do not rank by incomplete coverage.
`batch57-try-m2-r3` provider error	Inputs: upstream returns an error before a usable response Joined fields: request ID, provider/host, status code, error class, retry-after, raw error hash Verification: observed values are accepted only from the named source; assumptions remain labeled.	UNAVAILABLE — provider error Keep the response Unavailable and preserve the provider error identity for retry or manual review.
`batch57-try-m2-r4` truncated output	Inputs: response stops at a limit or incomplete stream Joined fields: stream receipt, finish reason, output hash, max-output setting, token usage, cancellation state Verification: observed values are accepted only from the named source; assumptions remain labeled.	CONDITIONAL — output incomplete Treat the member as incomplete; no quality or length conclusion is allowed from the truncated artifact.
`batch57-try-m2-r5` missing usage	Inputs: response exists but usage fields are absent or inconsistent Joined fields: response hash, effective ID, host, raw usage object, rate version, invoice join Verification: observed values are accepted only from the named source; assumptions remain labeled.	UNAVAILABLE — usage join missing Show the response but leave cost and usage-derived comparisons Unavailable.
`batch57-try-m2-r6` mixed-model-alias cohort	Inputs: requested aliases resolve to different effective model IDs Joined fields: requested/effective IDs, routing headers, host, alias revision, request timestamps, raw hashes Verification: observed values are accepted only from the named source; assumptions remain labeled.	BLOCKED — alias identity conflict Reject a clean cohort comparison until each response is attributed to one exact effective ID.

Disagreement review board

Scope: Owns claim-level review after a run; unresolved support routes to verify, retry, hold, or manual review.

Deterministic formula/rule: review = claim extraction + source check + deterministic verifier; unresolved support => hold or manual

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

Frozen scenario	Request / response / model / provider / host / surface / realm / account / artifact / claim / rate / event / prompt / config / usage fields	Bounded result
`batch57-try-m3-r1` factual agreement	Inputs: models make the same claim on a factual prompt Joined fields: claim hash, supporting source URL, model/response IDs, verifier version, evidence date Verification: observed values are accepted only from the named source; assumptions remain labeled.	REVIEWED — claim support required Record agreement as a claim-level observation only when each claim has support; no majority truth inference.
`batch57-try-m3-r2` citation conflict	Inputs: responses cite different or contradictory sources Joined fields: claim/source hashes, source publication dates, citation spans, model IDs, reviewer disposition Verification: observed values are accepted only from the named source; assumptions remain labeled.	HOLD — citation adjudication Route conflicting citations to source review; do not synthesize a preferred answer from vote count.
`batch57-try-m3-r3` calculation conflict	Inputs: models return different arithmetic or units for the same calculation Joined fields: input values/units, formula version, output hashes, calculation verifier, model/effective IDs Verification: observed values are accepted only from the named source; assumptions remain labeled.	REVIEW — deterministic check Recompute with the deterministic verifier and mark unsupported outputs wrong or Unavailable.
`batch57-try-m3-r4` schema conflict	Inputs: responses disagree on required JSON shape or field type Joined fields: schema version, raw output hash, parse/type errors, field paths, model IDs, validator version Verification: observed values are accepted only from the named source; assumptions remain labeled.	HOLD — schema mismatch Accept only validator-passing artifacts; preserve field-level conflicts for manual review.
`batch57-try-m3-r5` safety refusal	Inputs: one model refuses while another answers a policy-sensitive request Joined fields: prompt class, policy/source identity, refusal text hash, answer hash, model/host/account Verification: observed values are accepted only from the named source; assumptions remain labeled.	REVIEW — policy context required Keep each response attributable; do not label refusal or completion a general safety winner.
`batch57-try-m3-r6` all-uncertain	Inputs: claims cannot be verified from the supplied sources or artifacts Joined fields: claim hashes, source availability, verifier output, response IDs, unresolved join list Verification: observed values are accepted only from the named source; assumptions remain labeled.	UNAVAILABLE — evidence incomplete Return Unavailable and name the missing join; no synthesized conclusion is published.

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