Application performance monitoring · October 2026 Edition
IBM Instana vs Grafana Cloud
Two of fourteen models named IBM Instana first on the direct prompt; zero named Grafana Cloud. IBM Instana was named by twelve of the fourteen models and Grafana Cloud by eleven and IBM Instana carries 18 labels and Grafana Cloud 26, so the shares are not directly comparable.
Named in four categories this edition.
Named in seven categories this edition.
First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate17%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 12; printed, not drawn.
Labels1826A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, IBM Instana reading right to left. Rank and label count are printed, not drawn.New Relic was named alongside these two in ten of the fourteen direct answers. New Relic vs IBM Instana · New Relic vs Grafana Cloud · Datadog APM vs IBM Instana
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 application performance monitoring page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
IBM InstanaFirst choices, of fourteen modelsGrafana Cloud
Direct20
Paraphrase00
Comparative00
Budget-constrained01
Scale-constrained00
Negative013 against IBM Instana
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where IBM Instana and Grafana Cloud stood in it.
| 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 | | | |
IBM Instana Grafana Cloud first choice named as an alternative argued againstblank: not namedEach cell is one answer, IBM Instana on the left and Grafana Cloud on the right.The direct prompt
The plain question, one answer per model, grouped by where IBM Instana and Grafana Cloud stood in it.
IBM Instana first, Grafana Cloud not the choice
2 of 14 modelsGrafana Cloud was named in the answer but not as the choice, or not at all.Mistral SmallIBM Instana alternatives: AppDynamics, Site24x7, Stackify Retrace
Muse Glimmer 30BDatadog APM, IBM Instana, New Relic alternatives: AppDynamics, Site24x7
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashNew Relic alternatives: Grafana Cloud, Sentry
Grok 4.1 FastDatadog APM alternatives: IBM Instana, New Relic
DeepSeek V4 FlashNew Relic alternatives: Datadog APM, IBM Instana, Site24x7
Kimi K2New Relic alternatives: Datadog APM, IBM Instana, Site24x7
GLM 4.7 FlashXSite24x7 alternatives: Datadog APM, IBM Instana
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Datadog APM alternatives: New Relic, Site24x7, SolarWinds Observability
GPT-5.4 miniNew Relic alternatives: Datadog APM
Perplexity SonarDatadog APM alternatives: AppDynamics, Dynatrace, ManageEngine Applications Manager
Llama 4 Maverickno first choice alternatives: OpManager Nexus, Stackify Retrace
Qwen 3.7 FlashNew Relic alternatives: SolarWinds Observability
MiniMax M2.5New Relic alternatives: Datadog APM
GPT-6 LunaDatadog APM alternatives: New Relic
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Grafana Cloud leads by three points.
Grafana Cloud3%#6 of 10IBM Instana0%#– of 10Mid-marketThe figures above
The order flips: IBM Instana leads at mid-market.
IBM Instana4%#6 of 12Grafana Cloud2%#7 of 12Enterprise
Level: the same share of first choices.
IBM Instana0%#5 of 9Grafana Cloud0%#6 of 9What the models said about IBM Instana
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“IBM Instana if you need fast onboarding.” DeepSeek V4 Flash · negative prompt · hard negative
“Many users find it prohibitively expensive, with pricing designed for large enterprises. Not suitable for small teams or startups.” MiniMax M2.5 · negative prompt · soft negative
“some users find it less flexible or more complex to configure for non-Kubernetes environments” Mistral Small · negative prompt · soft negative
“An automated APM solution that provides continuous discovery and monitoring of distributed applications with minimal configuration overhead, making it ideal for mid-market companies” Mistral Small · direct prompt · first choice
“Datadog, New Relic, and IBM Instana are the most effective for mid-market organizations.” Muse Glimmer 30B · direct prompt · first choice
“celebrated for its automated approach to APM, frequently ranking at the top of peer review grids for usability” Gemini 3.5 Flash · comparative prompt · alternative
What the models said about Grafana Cloud
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“If you have 2–3 developers and want a modern SaaS stack: Go with Grafana Cloud's Free Tier.” Gemini 3.5 Flash · budget prompt · first choice
Also compared
New Relic vs IBM InstanaNew Relic vs Grafana CloudDatadog APM vs IBM InstanaDatadog APM vs Grafana CloudSigNoz vs IBM InstanaSigNoz vs Grafana CloudSite24x7 vs IBM InstanaSite24x7 vs Grafana CloudElastic APM vs IBM InstanaElastic APM vs Grafana CloudIBM Instana vs HoneycombGrafana Cloud vs HoneycombAll twenty-eight head-to-head pages and the full APM standing
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.