AI Tools · head to head
Arize AI vs Freshdesk

Arize AI
AI Tools
AI engineering platform for observability and evaluation of agents and LLM apps
- From
- Free
- Rated
- -
The short version
- Only Arize AI has a free tier, so it costs nothing to try first.
- Each has a real cost: Arize AI the free plan caps trace spans at 25,000 per month with only 15 days of retention.; Freshdesk growth tier lacks multilingual helpdesk and custom reporting dashboards
- They diverge on capability: Arize AI covers End-to-end tracing, Freshdesk covers Ticketing.
Where they differ
Only the attributes on which Arize AI and Freshdesk actually diverge.
Identical on both: 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 Freshdesk
- Ticketing
- Automation
- Self-service
- Team collaboration
- Multi-channel support
- SLA management
- Reporting
- Mobile apps
What people use each for
The jobs each tool is most often brought in to do.
Arize AI
- Tracing and debugging production AI agentsnot Freshdesk
- Running large-scale evaluations across traces and sessionsnot Freshdesk
- Improving prompts before production rolloutnot Freshdesk
- Storing and querying GenAI traces alongside a data warehousenot Freshdesk
Freshdesk
- Help desk and ticketing systemnot Arize AI
- Customer support portal and knowledge basenot Arize AI
- Multi-channel support coordinationnot Arize AI
- AI-assisted support agent interactionnot 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.
Freshdesk
- Growth tier lacks multilingual helpdesk and custom reporting dashboards
- Skill-based routing available only on Enterprise tier
- Freddy AI Copilot requires separate £29/agent/month add-on on Pro and Enterprise plans
- AI agent sessions charged beyond initial 500 sessions: £49 per additional 100 sessions
- Day passes for non-agents vary by tier: £2 (Growth), £7 (Pro), £12 (Enterprise)
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
Freshdesk
$19/monthNo published plan breakdown. See the Freshdesk review.
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.
Questions people ask
- Is Arize AI or Freshdesk better?
- Neither clearly leads. Arize AI starts at Free and Freshdesk at $19/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Arize AI or Freshdesk?
- Arize AI has a free tier; the other does not. Paid plans start at Free for Arize AI and $19/month for Freshdesk.
- Does Arize AI or Freshdesk run on more platforms?
- Arize AI runs on web, api. Freshdesk runs on Web.
- Can I use Arize AI for free?
- Yes. Arize AI has a free tier, so you can try it without paying. Freshdesk starts at $19/month.
- 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 Freshdesk is typically brought in for.
- What can Arize AI do that Freshdesk cannot?
- Arize AI covers End-to-end tracing, Evaluation framework, Prompt testing and improvement, Alyx AI engineering agent. Freshdesk covers Ticketing, Automation, Self-service, Team collaboration.
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.
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.
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.
SourceRelated pages
Other head to heads
- Arize AI vs Pika
- Arize AI vs Anthropic API
- Arize AI vs D-ID
- Arize AI vs Fathom
- Arize AI vs Stable Diffusion
- Arize AI vs Perplexity
- Arize AI vs Black Forest Labs
- Arize AI vs Cartesia
- Arize AI vs Deepgram
- Arize AI vs Helicone
- Arize AI vs Ideogram
- Arize AI vs Jasper
- Arize AI vs PromptLayer
- Arize AI vs Resemble AI
- Arize AI vs Together AI
- Arize AI vs AI21 Labs
- Arize AI vs Copy.ai
- Arize AI vs HeyGen
- Arize AI vs 1Password
- Arize AI vs LastPass
- Arize AI vs QuickBooks
- Arize AI vs Zapier
- Arize AI vs Airtable
- Arize AI vs Todoist
- Arize AI vs Calendly
- Arize AI vs BambooHR
- Arize AI vs Pipedrive
- Arize AI vs Workday
- Arize AI vs Visual Studio Code
- Arize AI vs Zoom
- Arize AI vs Microsoft Teams
- Arize AI vs Basecamp
- Arize AI vs Trello
- Arize AI vs Loom
- Arize AI vs Clockify
- Arize AI vs Gusto
- Freshdesk vs Pika
- Freshdesk vs Anthropic API
- Freshdesk vs D-ID
- Freshdesk vs Fathom
- Freshdesk vs Stable Diffusion
- Freshdesk vs Perplexity
- Freshdesk vs Black Forest Labs
- Freshdesk vs Cartesia
- Freshdesk vs Deepgram
- Freshdesk vs Helicone
- Freshdesk vs Ideogram
- Freshdesk vs Jasper
- Freshdesk vs PromptLayer
- Freshdesk vs Resemble AI
- Freshdesk vs Together AI
- Freshdesk vs AI21 Labs
- Freshdesk vs Copy.ai
- Freshdesk vs HeyGen
- Freshdesk vs 1Password
- Freshdesk vs LastPass
- Freshdesk vs QuickBooks
- Freshdesk vs Zapier
- Freshdesk vs Airtable
- Freshdesk vs Todoist
- Freshdesk vs Calendly
- Freshdesk vs BambooHR
- Freshdesk vs Pipedrive
- Freshdesk vs Workday
- Freshdesk vs Visual Studio Code
- Freshdesk vs Zoom
- Freshdesk vs Microsoft Teams
- Freshdesk vs Basecamp
- Freshdesk vs Trello
- Freshdesk vs Loom
- Freshdesk vs Clockify
- Freshdesk vs Gusto

