AI assistants and search
AI Consulting Tools alternatives
2 open-source projects that already do this job. Free to use - not free to run, which is what the numbers on the right are for.
The projects
langfuse/langfuseOpen source AI engineering platform: LLM evals, observability, metrics, prompt management, playground, datasets — useful for LLM observability and analytics.Open on GitHub ↗grafana/grafanaOpen and composable observability and data visualization platform for dashboards and alerting.Open on GitHub ↗
What you give up either way
- Commercial-grade, proprietary ML models and any vendor training/tuning done by the vendor
- Turnkey integrations and verification/operational support SLAs
- Brand trust, marketing, and customer success onboarding
- Any licensed data or third-party datasets the vendor may use
An open-source project doing the core job proves a replacement is possible. It does not prove it matches AI Consulting Tools, and it does not prove anyone has run it for a month. How we decide.