InfluxDB vs Prometheus
Three of fourteen models named InfluxDB first on the direct prompt; zero named Prometheus. Both were named by all fourteen models and InfluxDB carries 70 labels and Prometheus 43, so the shares are not directly comparable.
Named in five categories this edition.
Named in seven categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the time series databases page.
By framing
InfluxDBFirst choices, of fourteen modelsPrometheus
Across every category in the October 2026 Edition, InfluxDB and Prometheus were named in the same answer 108 times, of the 202 answers naming InfluxDB and the 307 naming Prometheus. In those answers Prometheus took the first choice five times and InfluxDB twenty-four.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | | ||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | | ||
| Grok 4.1 Fast | | | | | | |
| Mistral Small | | | | | ||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | | | ||
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | | | |
| MiniMax M2.5 | | | | | ||
| GPT-6 Luna | | | | | | |
| Muse Glimmer 30B | | | |
InfluxDB Prometheus first choice named as an alternative argued againstblank: not namedEach cell is one answer, InfluxDB on the left and Prometheus on the right.The direct prompt
InfluxDB first, Prometheus an alternative
3 of 14 modelsPrometheus was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
9 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
InfluxDB11%#2 of 9Prometheus2%#6 of 9InfluxDB16%#2 of 9Prometheus2%#5 of 9InfluxDB17%#2 of 10Prometheus0%#9 of 10What the models said about InfluxDB
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Older versions (v1) reached end-of-life years ago, with no security patches or support—avoid for new projects.” Grok 4.1 Fast · negative prompt · hard negative
“Still risky for production; consider newer versions or alternatives.” GLM 4.7 FlashX · negative prompt · hard negative
“For new projects, avoid InfluxDB 1/2.” GLM 4.7 FlashX · negative prompt · hard negative
“Start with InfluxDB Cloud if you're new to TSDBs or focused on monitoring/IoT—it's the most adopted, user-friendly for mid-market” Grok 4.1 Fast · direct prompt · first choice
“InfluxDB Cloud or TimescaleDB are often ideal because they balance ease of use, scalability, and cost-effectiveness” Claude Haiku 4.5 · direct prompt · first choice
“I'd recommend InfluxDB for most mid-sized B2B companies that need to store and analyze metrics and sensor data.” Mistral Small · paraphrase prompt · first choice
What the models said about Prometheus
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Prometheus local storage as your only durable, highly available store. ... its local TSDB isn't clustered or replicated.” GPT-6 Luna · negative prompt · soft negative
“Prometheus is by default free to use... Prometheus is an excellent choice as a powerful open-source monitoring and alerting toolkit.” Claude Haiku 4.5 · budget prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.