Novus vs Tokenwise (2026)
A side-by-side comparison of Novus and Tokenwise on pricing, features, and fit, so you can decide which is right for you.
Quick answer
Novus and Tokenwise are both strong choices, but they fit different needs. Choose Novus if you mainly need identifying where users abandon onboarding flows after a new feature release — its edge is proactive issue detection reduces reliance on manual qa and user complaints. Choose Tokenwise if you need tracking and reducing monthly llm api costs for saas products — its edge is provides clear, actionable visibility into ai spending that is otherwise hard to track. Novus starts at Contact Pendo for paid plan pricing; Tokenwise starts at Paid plans estimated from $19/month for higher usage and advanced analytics.
Features compared
- Automated usability issue detection across live product flows
- Real-time alerts for friction points and user drop-off moments
- AI-driven fix suggestions integrated directly into product workflows
- Seamless integration with the Pendo product analytics platform
- LLM proxy that intercepts and logs all API requests in real time
- Detailed token cost breakdown by model, endpoint, and feature
- Prompt efficiency analysis to identify expensive or redundant patterns
- Multi-provider support covering OpenAI, Anthropic, and other major LLM APIs
Pros & cons
- Proactive issue detection reduces reliance on manual QA and user complaints
- Tight integration with Pendo makes adoption easy for existing Pendo customers
- Saves engineering and product teams significant time by surfacing actionable fixes automatically
- Pricing transparency is limited and costs may be high for smaller teams
- Functionality is most valuable within the Pendo ecosystem, limiting appeal for non-Pendo users
- Provides clear, actionable visibility into AI spending that is otherwise hard to track
- Easy proxy-based setup requires minimal code changes to existing applications
- Helps teams optimize prompts and model choices based on real cost data
- Routing all LLM traffic through a third-party proxy may raise latency or security concerns for some teams
- The tool is relatively new, so long-term reliability and feature depth are still being established
The verdict
Choose Novus if
you mainly need to identifying where users abandon onboarding flows after a new feature release. Its edge: proactive issue detection reduces reliance on manual qa and user complaints.
Choose Tokenwise if
you mainly need to tracking and reducing monthly llm api costs for saas products. Its edge: provides clear, actionable visibility into ai spending that is otherwise hard to track.
Frequently asked questions
Is Novus better than Tokenwise?
Neither is universally better. Novus is stronger for identifying where users abandon onboarding flows after a new feature release, with an edge in proactive issue detection reduces reliance on manual qa and user complaints. Tokenwise is stronger for tracking and reducing monthly llm api costs for saas products, with an edge in provides clear, actionable visibility into ai spending that is otherwise hard to track. Pick based on your main task.
Which is cheaper, Novus or Tokenwise?
Novus starts at Contact Pendo for paid plan pricing and Tokenwise starts at Paid plans estimated from $19/month for higher usage and advanced analytics. Free tier: Novus — Register for free access via Pendo; limited features available; Tokenwise — Free tier available with basic cost tracking and limited request volume.
What is Novus best for?
Novus is best for identifying where users abandon onboarding flows after a new feature release, monitoring a saas dashboard for confusing navigation patterns post-launch, automatically flagging form errors or broken interactions before they escalate into support tickets.
What is Tokenwise best for?
Tokenwise is best for tracking and reducing monthly llm api costs for saas products, auditing which app features consume the most tokens and budget, comparing cost efficiency across different llm providers and models.
Do Novus and Tokenwise have free plans?
Novus: Register for free access via Pendo; limited features available. Tokenwise: Free tier available with basic cost tracking and limited request volume. Check each tool's pricing page for current limits, as plans change.