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IT AI Index
Index › Products › Tempo · October 2026 Edition
5 categories · Ranked

Tempo

37Judge labels
1First choices
4Negative labels
11 / 14Models named it
5Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Best standing
2% in Data observability for mid-market buyers
Rank 24 of 110 in the mid-market standing
0 of 14 models made it the first choice on the direct prompt; 0% of its 1 labels there were negative.
By buyer segmentRead the same way at every buyer size.
In data observability · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Tempo for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Data quality and observabilityData platform2%24 of 1100%1under 10 labels · led by Metaplane at 31%
Telemetry pipelinesIT operations and endpoint0%23 of 1240%7under 10 labels · led by OpenTelemetry Collector at 37%
Observability platformsIT operations and endpoint0%21 of 800%5under 10 labels · led by Grafana at 27%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
Application performance monitoringIT operations and endpoint0%57 of 660%1under 10 labels · led by New Relic at 46%goneNot named this edition; 0% in September 2026.
Infrastructure monitoringIT operations and endpoint0%52 of 790%1under 10 labels · led by Datadog at 28%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.

Movement

This is the first edition on this tier, so no move can be computed for Tempo yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Tempo across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini01001
Gemini 3.5 Flash00000
Perplexity Sonar01001
Grok 4.2001001
Mistral Small01001
DeepSeek V4 Flash01102
Llama 4 Maverick00000
Qwen 3.7 Flash01102
Kimi K201001
GLM 4.7 FlashX10102
MiniMax M2.500101
GPT-6 Luna00000
Muse Glimmer 30B01203

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct7 labelsNone
Paraphrase1 labelNone
Comparative4 labelsNone
Budget-constrained18 labels1
Scale-constrained1 labelNone
Negative6 labelsNone
First choiceAlternativeMentionNegative37 labels in all, every segment counted; 1 of the 1 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Zero budget + engineering team: Grafana + Loki + Tempo (LGTM stack) or Netdata.” GLM 4.7 FlashX · Data observability · budget prompt · first choice
“use Tempo or ClickHouse if you need traces but want to keep storage costs under control” Perplexity Sonar · Telemetry pipelines · budget prompt · alternative
“Self-host the open-source stack (Grafana + Prometheus + Loki + Tempo)” DeepSeek V4 Flash · Observability · budget prompt · alternative
“Traces storage: Tempo or a low-cost managed tracing backend” GPT-5.4 mini · Telemetry pipelines · budget prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

No model argued against it.

Named alongside

The products named in the same answers as Tempo, over the 37 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Tempo was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Grafana Loki35 of 370Not among the top eight
Prometheus33 of 372Not among the top eight
Datadog24 of 372Not among the top eight
Grafana23 of 373Not among the top eight
New Relic22 of 372Not among the top eight
OpenTelemetry Collector17 of 3714Not among the top eight
Jaeger15 of 370Not among the top eight
Grafana Cloud14 of 374Not among the top eight
SigNoz13 of 371Not among the top eight
Dynatrace10 of 372Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Tempo. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 30 of the 37 answers that named Tempo and are not a share of its labels.

Domains cited

coralogix.com14
middleware.io13
openobserve.ai12
grafana.com9
cribl.io8
external.pi.gpi.aws.gartner.com8
honeycomb.io8
motadata.com8
newrelic.com8
signoz.io8

Ninety-six of the ninety-six domain citations in answers naming Tempo came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

temporal.io is not in Google's top ten for any of the category's searches. In the answers, Tempo takes 2% of first choices and Metaplane takes 31%.
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In search

Google, US estimates
Position for “data observability platform”
–
not in the top ten
Position for “best data observability platform”
–
not in the top ten
Searches for its name, Google
110,000 a month (“tempo”)
AI search demand for its name, est.
33,381 a month
Organic visits to its site
about 41,181 a month
Searches its site ranks for
7,822 · 395 in the top three
Sites linking to it
4,836
Paid Google search
2 searches its ads show for, about 6 clicks and $0 a month (estimate)
Ads on GoogleDetailLess
120+ ads · 58 video, 37 image, 25 text · 70 shown in the last 30 days

First shown October 2024, as Temporal Technologies Inc., verified. Ads started 2025-10 to 2026-09: 112 in the year, 8 before.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
2%
rank 24 of 110 in data observability
Segment leader
31%
Metaplane
First choices
1 across its categories
Named in
37 answers
Its own site cited
in 30 of the answers that named it

Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

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Addresses on temporal.io
8,302
subdomains included
Content
876
counted in the table below
Documentation
6,943
Product · Integration
3 · 3
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog428452026-09-21Orchestration
Webinar or virtual event183122026-08-27Orchestration
Glossary or explainer8702025-05-06
Comparison7602025-09-23
Case study4702026-01-22
Conference or event2312026-08-04
Report or ebook17undated
News or press12undated
Podcast or video202021-10-07
Template or tool1undated

Events in person

Last twelve months

As the event pages on temporal.io state them, read September 28, 2026.

How it is countedHide how it is counted

Every page temporal.io exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.

Names read as Tempo

What the judge wrote, as written, with how often. The vendor table decides that these count as Tempo; a claim can dispute any of them.
Grafana + Loki + Tempo (LGTM stack) 2Tempo (Grafana) 1

Follow Tempo

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

Tempo is its own company.
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In its own words

Stated by the vendor, not checked
Positioning
Build invincible apps with Temporal's open source durable execution platform.
For
developers building reliable, scalable applications using workflows and activities
Price stated
Get $150 in free credits temporal.io
Starting price
0 temporal.io
Free plan or trial
Try Free temporal.io
Certifications
SOC 2HIPAASOC 2 Type IIGDPRCCPA
Hosting
United StatesCustomer-Defined JurisdictionCustomer-Defined Jurisdictions
Customers named
OpenAINVIDIASalesforceTwilioDescriptSnapchatBrexQualtrics
Not stated on the pages read
Integrations

What Tempo's own pages state, read October 5, 2026: temporal.io, temporal.io/pricing, trust.temporal.io, temporal.io/solutions/ai, temporal.io/resources/case-studies. A claimed page can correct any of them.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Tempo's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Tempo, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Tempo by email, built from the raw record of the edition. It shows:

  • where Tempo is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name Tempo, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.

A verification link goes to your work email; an address at temporal.io is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.