What are the current latency benchmarks for deploying open source LLMs via Ollama versus enterprise platforms like Databricks for a real time bidding system?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the current latency benchmarks for deploying open source LLMs via Ollama versus enterprise platforms like Databricks for a real time bidding system?
4 real searches · 1 real-search pass
2026 Ollama inference latency benchmarks tokens per second serving concurrent requests productionGoogle ↗
OBSERVEDComparison
Databricks Model Serving latency benchmarks p50 p95 inference latency GPU 2025 2026Google ↗
OBSERVEDReason
OpenRTB bid request timeout typical latency deadline exchange specificationGoogle ↗
OBSERVEDComparison
Ollama production serving concurrency performance limitations benchmarkGoogle ↗
OBSERVEDConsequence
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
2026 Ollama inference latency benchmarks tokens per second serving concurrent requests production Google ↗
Databricks Model Serving latency benchmarks p50 p95 inference latency GPU 2025 2026 Google ↗
OpenRTB bid request timeout typical latency deadline exchange specification Google ↗
Ollama production serving concurrency performance limitations benchmark Google ↗
- Ollama vs. vLLM: A deep dive into performance benchmarking · developers.redhat.com
- Benchmarking Ollama and vLLM for Concurrent LLM Serving: A Multi-Scenario Evaluation of Performance and Scalability · mdpi.com
- Conduct your own LLM endpoint benchmarking · docs.databricks.com
- Track and export serving endpoint health metrics to Prometheus and Datadog · docs.databricks.com
- How Superhuman and Databricks built a 200K QPS inference platform together · databricks.com
- Real-time Bidding | Google for Developers · developers.google.com
- Configuring an Open Bidding Integration | Real-time Bidding | Google for Developers · developers.google.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 Ollama inference latency benchmarks tokens per second serving concurrent requests production OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Databricks Model Serving latency benchmarks p50 p95 inference latency GPU 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
OpenRTB bid request timeout typical latency deadline exchange specification OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Ollama production serving concurrency performance limitations benchmark OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |