AI Tools · head to head
Arize AI vs Copilotly

Arize AI
AI Tools
AI engineering platform for observability and evaluation of agents and LLM apps
- From
- Free
- Rated
- -

Copilotly
AI Tools
131 specialist AI copilots across 20 professional domains
- From
- Free
- Rated
- -
The short version
- Each has a real cost: Arize AI the free plan caps trace spans at 25,000 per month with only 15 days of retention.; Copilotly copilotly explicitly disclaims that its legal, medical, and financial copilots are not a substitute for licensed professional advice, which limits its use for anything requiring accountable expert sign-off.
- They diverge on capability: Arize AI covers End-to-end tracing, Copilotly covers 131 specialist copilots.
Where they differ
Only the attributes on which Arize AI and Copilotly actually diverge.
Identical on both: starting price (Free), pricing model (freemium), free tier (Yes), user rating (Not yet rated), category (AI Tools).
What each one covers
Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.
Only in Arize AI
- End-to-end tracing
- Evaluation framework
- Prompt testing and improvement
- Alyx AI engineering agent
- Custom dashboards
- Data warehouse integrations
Only in Copilotly
- 131 specialist copilots
- Browser extension
- Multi-model routing
- Document upload and analysis
- Encrypted conversations
- Desktop and mobile apps
- Admin dashboard and usage analytics
- SSO and SAML
What people use each for
The jobs each tool is most often brought in to do.
Arize AI
- Tracing and debugging production AI agentsnot Copilotly
- Running large-scale evaluations across traces and sessionsnot Copilotly
- Improving prompts before production rolloutnot Copilotly
- Storing and querying GenAI traces alongside a data warehousenot Copilotly
Copilotly
- Getting a quick legal or contract question answered without booking a consultationnot Arize AI
- Drafting and reviewing professional documents with domain-specific guidancenot Arize AI
- Researching medical, financial, or HR questions with a specialist-tuned assistantnot Arize AI
- Working across many knowledge-work tasks under one subscription instead of separate toolsnot Arize AI
- Getting AI help directly inside the browser while reading any webpagenot Arize AI
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Arize AI
- The free plan caps trace spans at 25,000 per month with only 15 days of retention.
- Self-hosted deployment and Data Fabric integration are restricted to the custom-priced Enterprise tier.
- Pricing beyond the $50/month Pro plan requires a custom quote, making cost planning less transparent at scale.
- Advanced compliance features like HIPAA are only available on Enterprise.
Copilotly
- Copilotly explicitly disclaims that its legal, medical, and financial copilots are not a substitute for licensed professional advice, which limits its use for anything requiring accountable expert sign-off.
- The free plan caps usage at 3 copilots and 50 messages per day, pushing most real usage onto the paid Pro tier.
- It relies on third-party foundation models (GPT-4o, Claude, Gemini, DeepSeek) rather than proprietary domain models, so answer quality is bounded by those underlying models.
- There is no published documentation site or API, limiting integration options for developers or teams wanting to build on top of it.
- Safari support is listed as 'coming soon' rather than available, so macOS/iOS Safari users are currently unsupported in-browser.
Pricing, plan by plan
Arize AI
Free- AX FreeFree
- 25k trace spans/month
- 1 GB storage/month
- 15-day retention
- AX Pro$50/month
- 50k trace spans/month
- 10 GB storage/month
- 30-day retention
- AX Enterprise$undefined/mo
- Custom trace spans, storage, and retention
- SaaS or self-hosted deployment
- Managed agents and Data Fabric
Copilotly
Free- FreeFree
- Access to 3 copilots of your choice
- 50 messages per day
- Conversation history
- Pro$29/month
- Every copilot unlocked (131 across 20 domains)
- Unlimited messages
- Also billed $4.99/week or $290/year
- Enterprise$undefined/month
- Everything in Pro
- Unlimited team members
- Custom copilots on your own data
Which should you pick?
Choose Arize AI if
- You need end-to-end tracing.
- You want to start without paying.
- You work on web, api.
- You also want evaluation framework.
Choose Copilotly if
- You need 131 specialist copilots.
- You want to start without paying.
- You work on web, ios, android, windows, mac.
- You also want browser extension.
Questions people ask
- Is Arize AI or Copilotly better?
- Neither clearly leads. Arize AI starts at Free and Copilotly at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Arize AI or Copilotly?
- Arize AI starts at Free and Copilotly at Free.
- Does Arize AI or Copilotly run on more platforms?
- Arize AI runs on web, api. Copilotly runs on web, ios, android, windows, mac.
- Can I use Arize AI for free?
- Both have a free tier, so you can try either at no cost before committing.
- What is Arize AI best used for?
- Arize AI is most often used for tracing and debugging production ai agents, running large-scale evaluations across traces and sessions, improving prompts before production rollout, storing and querying genai traces alongside a data warehouse. Of those, tracing and debugging production ai agents and running large-scale evaluations across traces and sessions are not what Copilotly is typically brought in for.
- What can Arize AI do that Copilotly cannot?
- Arize AI covers End-to-end tracing, Evaluation framework, Prompt testing and improvement, Alyx AI engineering agent. Copilotly covers 131 specialist copilots, Browser extension, Multi-model routing, Document upload and analysis.
Answered from the vendors’ own pages
Arize AI: What does Arize AX cost?
Arize AX offers a free plan, a Pro plan at $50/month, and a custom-priced Enterprise plan, with pricing based on trace spans, storage, and retention needs.
SourceCopilotly: What do you get on the free plan?
Three copilots of your choosing, 50 messages a day, conversation history and the browser extension. No card and no time limit: the 50 messages are a daily cap that resets rather than a total.
SourceArize AI: Is there a free plan, and what are its limits?
The AX Free plan includes 25,000 trace spans and 1 GB of storage per month with 15-day retention, plus unlimited users, evaluations, and experiments.
SourceCopilotly: How much is Pro, and is annual cheaper?
Pro bills three ways: $4.99 a week, $29 a month, or $290 a year. The annual cycle works out at about $24.17 a month, so it is the cheapest of the three.
SourceArize AI: What deployment options are available?
Free and Pro plans are SaaS-only, while Enterprise customers can choose SaaS or self-hosted deployment with custom SLAs.
SourceCopilotly: Can I try it before paying, and can I get a refund?
Pro has a three-day free trial and a seven-day money-back guarantee. Subscriptions can be cancelled at any time with no cancellation fee.
SourceCopilotly: Which models does Copilotly run on?
It routes to third-party foundation models rather than its own: GPT-4o, Claude, Gemini and DeepSeek. Answer quality is therefore bounded by whichever of those handles a query.
SourceRelated pages
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