Fixy
Fixy runs one prompt through GPT, Claude, Gemini, and Grok, then synthesizes their multi-model AI debate into one final answer.
Pick Fixy when a single model's opinion genuinely isn't enough: code review across providers, contested research, launch decisions you can't undo. Debate Mode, Red Room, Consensus, and the Final Answer Card are the parts you'd otherwise assemble by hand, and Fixy Code running Claude Code, Codex, and Gemini against one repo is a different product from a chat window. Skip it if you only ever need one answer — plain ChatGPT Plus or Claude Pro costs less and asks nothing of you. The BYOK Team tier
Verified 4d ago · liveness 71/100 · cite: rightaichoice.com/tools/fixy
- Developers comparing output across providers before shipping code
- Researchers who need to document where models disagree on a contested question
- Product and strategy teams stress-testing a high-stakes answer before acting on it
- Small BYOK teams already paying for OpenAI, Anthropic, Google, or xAI API access
- Anyone who wants one chatbot to give one answer, fast
- Teams unwilling to manage their own API keys on the Team or Business tiers
- Casual users who won't track credit-based usage on Starter or Pro
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Skip Fixy if you want a single assistant to give you one answer — reading four model responses plus a synthesis takes longer than reading one, and that overhead only pays off when the decision justifies it.
Team at $5.99/mo and Business at $14.99/mo include no credits at all, so your real monthly spend is whatever OpenAI, Anthropic, Google, or xAI bill you on top of the subscription.
Starter at $1.99/mo is among the cheapest ways to try multi-model comparison, and Pro at $8.99/mo is priced for a serious solo user. Team at $5.99/mo and Business at $14.99/mo look cheaper than Pro but include no credits — you supply OpenAI, Anthropic, Google, or xAI keys and pay those providers directly, so the subscription covers orchestration only. Compare against a single ChatGPT Plus or Claude Pro subscription if one model's answer is all you need.
In short
Fixy — Fixy runs one prompt through GPT, Claude, Gemini, and Grok, then synthesizes their multi-model AI debate into one final answer. Best for Developers comparing output across providers before shipping code, Researchers who need to document where models disagree on a contested question, Product and strategy teams stress-testing a high-stakes answer before acting on it. Free to start; paid plans from $1.99/mo.
What people actually say about Fixy — is it worth it?
We scanned public community sources for Fixy on Jul 17, 2026 and could not establish that the discussion we found is about this tool rather than something else sharing its name. Our own analysis of that scan says the posts were off-subject. Rather than publish a sentiment score built on the wrong subject, we publish nothing here and re-run the scan.
Viability Score
How well maintained and how widely used is Fixy? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: October 2026
How we score →Key Features
- Single prompt broadcast to GPT, Claude, Gemini, and Grok in one room
- Final Answer Card synthesizes multi-model responses into one conclusion
- Flags points of agreement across models and explains why they disagree
- Consensus Detection treats independent cross-model agreement as a high-confidence signal
- Debate Mode stages structured argument rounds between AI agents
- Red Room runs deliberately adversarial agents to stress-test conclusions
- Ask, Compare, and Debate conversation modes for different question types
- Shared rooms with real-time human and AI agent collaboration
- @mentions to pull a specific AI agent into a thread
- Guest invites for external collaborators
- Templates for repeatable multi-model workflows
- Shared Memory keeps context alive across prompts and teammates
- Bring Your Own Keys (BYOK) for OpenAI, Anthropic, Google, and xAI with zero markup
- Fixy Code: open-source multi-agent terminal running Claude Code, Codex, and Gemini on one repo
- Fixy Works: Mac desktop app running AI Workers with roles, memory, and approvals locally
About Fixy
Fixy is a multi-model AI workspace built around a single premise: one question, several models, one answer you can act on. You drop a prompt into a shared room, and GPT, Claude, Gemini, and Grok each respond from their own angle instead of you opening four browser tabs. The browser app is the front door, but a single fixy.ai account also covers Fixy Code, an open-source terminal that runs Claude Code, Codex, and Gemini side by side against your repository, and Fixy Works, a Mac desktop app that assembles AI Workers with roles, memory, and approvals for ongoing work that stays on your machine. The mechanisms are what separate Fixy from a plain model switcher. The Final Answer Card synthesizes the room's responses into one conclusion, flags the points where models genuinely agree, and explains why they diverged — different training data, different reasoning paths, or an ambiguous question. Consensus Detection treats independent agreement across architectures as a high-confidence signal. Debate Mode runs structured rounds between agents, and Red Room turns agents deliberately adversarial to stress-test a conclusion before you commit. Teams get shared rooms where humans and agents coexist, with @mentions pulling a specific model into a thread, guest invites, templates, and shared memory so context survives across prompts and people. Pricing splits by how you pay for tokens. Starter ($1.99/mo) and Pro ($8.99/mo) include managed credits — 50 and 500 per month — so you never touch an API key. Team ($5.99/mo) and Business ($14.99/mo) are Bring Your Own Keys: you connect OpenAI, Anthropic, Google, or xAI credentials and pay those providers at their rates with zero markup from Fixy. Conversations are encrypted in transit, and BYOK keys are stored with AES-256-GCM encryption. Who it's for: developers comparing provider output before shipping, researchers documenting where models disagree on a contested question, and teams making calls expensive enough to want a second and
Behind the Verdict
The interesting question with Fixy isn't whether multi-model chat works — it's whether disagreement is worth paying attention to. On a contested technical call, watching Claude and Gemini land on opposite answers tells you the question is genuinely ambiguous, and that's information a single chatbot will never hand you. The Final Answer Card is the feature we'd reach for first: it does the reading for you, flags where models converge, and explains the split. Consensus Detection is quietly the strongest idea here — when two architectures trained on different data independently agree, that's a signal worth weighting. Where it earns its keep: pre-ship code review, research where you need to document where models diverge, pricing and launch decisions that are expensive to reverse. Red Room is the mode for those last ones, since adversarial agents poking holes in a plan beat a polite single-model summary. Where it bites: reading four responses takes longer than reading one, always. If your question has an obvious answer, Fixy is friction. The credit system on Starter and Pro also asks you to keep an eye on usage — 50 credits on the entry tier disappears faster than people expect. The BYOK split is the part buyers should think about hardest. Team at $5.99/mo and Business at $14.99/mo don't include credits at all; you pay OpenAI, Anthropic, Google, or xAI directly. That's a good deal if you already hold those keys and a bad one if you don't, since you'll be buying API access on top of the subscription. Fixy charges no markup on model usage, which is the honest version of this model. The closest alternative is a folder of browser tabs and a spreadsheet. Fixy just does the stitching, the consensus math, and the synthesis for you — plus the shared rooms, which is where teams
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Real-world workflow fit
Concrete scenarios for the personas Fixy actually fits — and what changes day-one when you adopt it.
You have a gnarly refactor and want more than one opinion before committing. You open a Code Review room, paste the diff, and ask GPT, Claude, Gemini, and Grok to weigh in; Debate Mode runs a round where one agent argues for a modular monolith and another for microservices.
Outcome: The Final Answer Card tells you which parts of the design all four models agree on and where they split, so you know which decisions are safe and which need your own judgment.
You're writing up a contested question and need to document where the models diverge. You run the question through Compare, then turn on Consensus Detection to see whether the models independently landed on the same conclusion.
Outcome: You get a defensible write-up distinguishing high-confidence consensus from genuine ambiguity, with Fixy's explanation of why the models disagreed.
Before committing to a launch plan, you put it in a Red Room where adversarial agents challenge the assumptions and chase down weak reasoning.
Outcome: The holes surface before the plan ships, and your team's decision rests on a stress-tested answer rather than the first plausible one.
Use Cases
- Compare code generation quality across GPT, Claude, Gemini, and Grok for the same problem before you commit to an approach.
- Run Debate Mode to expose assumptions in a complex argument you're evaluating.
- Blend tones and coverage from several models to draft an article.
- Stress-test a launch plan in Red Room before the team commits to it.
- Test one prompt against several providers to see which returns the most useful output.
- Review model responses together in a shared room with teammates and invited guests.
- Run Claude Code, Codex, and Gemini side by side in your terminal against one repository.
- Stand up AI Workers with defined roles and approvals on your desktop for ongoing work.
Models Under the Hood
as of 2026-09-09
Limitations
- Fixy's value depends on third-party models, so latency varies and availability tracks the external APIs you're routing to.
- The tier ladder is genuinely confusing: Starter and Pro include managed credits, while the cheaper Team tier and the pricier Business tier include no credits and require your own API keys, so comparing tiers by price alone leads you to the wrong plan.
- Shared rooms on Team cap at up to 3 members, and Business raises that ceiling rather than removing it.
- No custom model training or fine-tuning is offered.
- Conversations are encrypted, but nothing is self-hosted.
as of 2026-10-07
Verification history
We have re-verified Fixy 10 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-checked, vendor evidence unchanged
- — re-checked, vendor evidence unchanged
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
Showing the 6 most recent of 10 verification passes.
Free to cite with attribution — this page re-verifies continuously.
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Plans compared
For each published Fixy tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Starter
$1.99/mo
Ideal for
Solo user who wants to see whether multi-model comparison is useful before paying for more; priced for trying Fixy out.
What this tier adds
Starting tier at $1.99/mo: 50 credits/month, cheap fast models, Ask and Compare, 1 active group, Final Answer Card, and Why They Disagree.
Team
$5.99/mo
Ideal for
Small group of up to 3 people who already hold OpenAI, Anthropic, Google, or xAI API keys and want shared rooms.
What this tier adds
Adds BYOK with no included credits, shared rooms, Red Room and Consensus, templates, and shared memory — but caps at up to 3 members.
Pro
$8.99/mo
Ideal for
Serious solo user who wants managed models, unlimited groups, and guest invites without bringing their own API keys.
What this tier adds
Jumps to 500 credits/month, stronger managed models, Debate mode, unlimited groups, guest invites, better summaries, and priority support.
Business
$14.99/mo
Ideal for
Larger BYOK team that has outgrown Team's 3-member cap and wants more structured collaboration.
What this tier adds
Everything in Team plus more members, a more structured workspace, and higher collaboration and guest limits — still BYOK with no included credits.
Where the pricing makes sense
The company stage and team size where Fixy's pricing actually pencils out — and where peers do it cheaper.
Starter at $1.99/mo is among the cheapest ways to try multi-model comparison, and Pro at $8.99/mo is priced for a serious solo user. Team at $5.99/mo and Business at $14.99/mo look cheaper than Pro but include no credits — you supply OpenAI, Anthropic, Google, or xAI keys and pay those providers directly, so the subscription covers orchestration only. Compare against a single ChatGPT Plus or Claude Pro subscription if one model's answer is all you need.
Setup time & first value
How long it actually takes to get something useful out of Fixy — broken out by persona, not the marketing-page minute.
Solo users on Starter or Pro reach first value in a couple of minutes: sign in, type a question, and watch the models respond in one room. Team and Business setups take longer because you connect OpenAI, Anthropic, Google, or xAI keys first — budget 10-15 minutes to paste keys and confirm they're working before your first shared room. Fixy Code is a one-command install for developers already in a
Switching to or from Fixy
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From ChatGPT or Claude Pro: keep the single-model subscription for everyday answers and run the questions where a second opinion matters through Fixy instead.
- →From manual tab-switching: replace four open browser tabs with one Fixy room, so comparison and synthesis live in the same thread instead of your clipboard.
- →From a custom prompt-chaining script: use Debate Mode and the Final Answer Card instead of writing your own multi-model orchestration.
- ↗To a single assiststant subscription: if you consistently act on one model's answer, ChatGPT Plus or Claude Pro covers that without the comparison overhead.
- ↗To direct provider consoles: if you're on Team or Business and only need one model, going straight to OpenAI, Anthropic, Google, or xAI removes the orchestration layer.
Integrations
Resources & Guides
Tutorials & Learning
YouTube returned 6 videos for “Fixy”, and we withheld 6: 6 could not be judged, because “Fixy” is a single word that other videos use for other things. We are showing none, because we could not prove any of them are about Fixy.
Official links
Tools that pair well with Fixy
Common stack mates teams adopt alongside Fixy, with the specific reason each pairing earns its keep.
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AI! Chatbot Agent－Ask & Chat
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Featured Head-to-Head Comparisons
Fixy vs Bito
Fixy and Bito serve entirely different needs: Fixy is a comparison tool for AI model outputs, best for developers testing multiple models or content creators blending responses. Bito is an enterprise-grade context layer for AI coding agents, essential for engineering teams managing multi-repo projects with complex dependencies. If you need to evaluate or combine model outputs, choose Fixy. If you need system-wide code awareness for your AI coding agents, choose Bito.
Fixy vs Writer
Choose Fixy if you need to compare outputs from multiple AI models side by side, especially for prompt engineering or research. Choose Writer if you are an enterprise team needing brand-encoded AI agents that automate complex workflows with governance.
Fixy vs Cognition Ai
Fixy and Cognition AI serve completely different needs: Fixy is a lightweight comparison tool for prompt engineers and content creators who want to contrast multiple AI models, while Cognition AI's Devin is a heavyweight autonomous engineering platform for enterprise teams automating complex multi-step tasks. Choose Fixy if you need to evaluate and blend model outputs; choose Cognition AI if you want an AI that writes, tests, and ships production code with a financial guarantee.
Fixy vs Letterhead
If you need to compare and combine outputs from multiple AI models, especially as a developer or content creator, Fixy's freemium model and model-agnostic approach are ideal. If you manage multiple newsletters or brands as a team and need production workflows, analytics, and revenue tools, Letterhead's enterprise OS is purpose-built. Choose based on your primary challenge: model experimentation vs. newsletter scaling.
Alternatives to Fixy
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Shortly AI is an all-in-one AI chatbot that runs 100+ models — Gemini, ChatGPT, Claude, Mistral, DeepSeek and more — on one subscription.
xeditai
Multi-model AI workspace where you draft, compare, and refine structured documents across ChatGPT, Claude, and Gemini in one editable
AI! Chatbot Agent－Ask & Chat
A mobile app that puts GPT, Gemini, Claude, Grok, DeepSeek and Qwen answers behind one chat box, no account required.
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