What is the difference between o10 and LiteLLM?
LiteLLM is an open-source gateway/SDK you self-host and configure with static or rule-based routing. o10 is managed eval-gated dynamic routing plus governance.
o10Last updated 2026-07-26
o10 vs LiteLLM
LiteLLM unifies LLM APIs with rules you configure and host. o10 is a managed control plane: dynamic eval-gated routing, shadow proof, budget envelopes, KYI, and receipts — it can sit in front of or replace a self-hosted LiteLLM path.
Dashboards observe.
o10 enforces.
o10 enforces.
Cost dashboards tell you what you spent. o10 sits in the request path and changes what you spend — shadow first, then enforce.
SummaryKey takeaways
What you need to know
Short, self-contained answers with cited stats — read the sections below for full context.
Does o10 replace LiteLLM?
Often no — o10 can sit above LiteLLM. Some teams replace the self-hosted gateway path with o10’s managed base URL.
01Deep dive
o10 vs LiteLLM: key contrasts
Self-hosted SDK/gateway vs managed control plane.
LiteLLM (docs.litellm.ai) unifies provider APIs; you own hosting, keys, and routing rules.
o10 adds shadow proof, eval floors, envelopes, KYI, Tune, and DeepShell — managed at app.o10.io.
| Dimension | LiteLLM | o10 |
|---|---|---|
| Delivery | Open-source; you self-host | Managed gateway / control plane |
| Routing | Rules / config you maintain | Eval-gated dynamic routing |
| Savings proof | You build observability | Shadow mode + receipts |
| Governance | DIY policies | Envelopes, ledger, KYI |
| Prompt optimization | Bring your own | Tune free with bundled compute |
| Best fit | Engineering-owned proxy layer | Finance + platform enforcement in path |
How-toOperational steps
How to apply this in production
- 01
Map LiteLLM today
Note which apps already point at your LiteLLM proxy.
- 02
Add o10 in shadow
Mirror traffic; quantify compliant savings.
- 03
Enforce or sit above
Flip enforce on o10, or keep LiteLLM under o10 policy.
SourceMethodology
Comparison uses LiteLLM public docs positioning and o10 product facts (2026-07).
FAQFrequently asked questions
Common questions
Does o10 replace LiteLLM?
In most cases, no. o10 complements LiteLLM by adding spend enforcement, shadow-mode proof, quality floors, KYI, and an immutable ledger. Enterprises commonly run both.
Can o10 sit in front of LiteLLM?
Yes. Point clients at https://app.o10.io/v1 for governance and routing, or migrate gradually from a self-hosted LiteLLM base URL.
o10Set the envelope. o10 holds it.
See what you're overpaying.
Paste a week of traffic. Get the number that books the audit.
See what you're overpaying →verified savings methodology · State of Inference Spend 2026