AI · head to head
Arize AI vs Grain

Arize AI
AI
AI engineering platform for observability and evaluation of agents and LLM apps
- 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.; Grain no concurrent recording - only one meeting per account at a time
- They diverge on capability: Arize AI covers End-to-end tracing, Grain covers Auto-recording.
Where they differ
Only the attributes on which Arize AI and Grain actually diverge.
Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated).
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 Grain
- Auto-recording
- AI highlights
- Video clips
- Transcription
- Zoom
- Google Meet
- Notion
- Slack
What people use each for
The jobs each tool is most often brought in to do.
Arize AI
- Tracing and debugging production AI agentsnot Grain
- Running large-scale evaluations across traces and sessionsnot Grain
- Improving prompts before production rolloutnot Grain
- Storing and querying GenAI traces alongside a data warehousenot Grain
Grain
- ai tools managementnot Arize AI
- Workflow automationnot Arize AI
- Reportingnot 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.
Grain
- No concurrent recording - only one meeting per account at a time
- No automatic slide capture for presentations
- Limited video demo context - audio-focused with poor video file support
- Cannot record in-person meetings
- No native mobile app
- Limited admin controls for company-wide automatic recording
- Free plan limited to 20 recordings if using personal email
- No automatic file uploads on free tier
- Lacks advanced sales analytics features of enterprise competitors
- Limited CRM integration compared to higher-end platforms
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
Grain
Free- Free ForeverFree
- Unlimited meetings up to 45 minutes each
- AI transcription and notes
- 90-day history
- Starter$15/month
- Unlimited meeting length
- Unlimited AI highlights
- Video clip creation
- Business$33/month
- All Starter features
- Advanced team coaching
- Deeper analytics
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 Grain if
- You need auto-recording.
- You want to start without paying.
- You work on Web, Chrome Extension, Desktop Audio Capture.
- You also want ai highlights.
Questions people ask
- Is Arize AI or Grain better?
- Neither clearly leads. Arize AI starts at Free and Grain at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Arize AI or Grain?
- Arize AI starts at Free and Grain at Free.
- Does Arize AI or Grain run on more platforms?
- Arize AI runs on web, api. Grain runs on Web, Chrome Extension, Desktop Audio Capture.
- 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 Grain is typically brought in for.
- What can Arize AI do that Grain cannot?
- Arize AI covers End-to-end tracing, Evaluation framework, Prompt testing and improvement, Alyx AI engineering agent. Grain covers Auto-recording, AI highlights, Video clips, Transcription.
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.
SourceGrain: Is Grain free?
Grain offers a Free Forever plan with unlimited meetings up to 45 minutes each and 90-day history. Paid plans start at $15/month per user for unlimited meeting length and advanced AI features.
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.
SourceGrain: Does Grain require a bot in meetings?
No. Grain uses bot-less transcription to capture meeting audio without requiring a bot participant, though video recording requires bot participation if you want recording visible.
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.
SourceGrain: What platforms does Grain work with?
Grain integrates with Zoom, Google Meet, Microsoft Teams, and supports desktop audio capture. It exports to Claude, ChatGPT, Slack, and CRM platforms like HubSpot and Salesforce.
SourceGrain: Can Grain record multiple meetings at once?
No. Grain does not support concurrent meeting recordings, meaning only one meeting per account can be recorded at a time.
SourceRelated pages
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