Data management platforms · October 2026 Edition
BlueConic vs Lotame Spherical
Five of fourteen models named BlueConic first on the direct prompt; zero named Lotame Spherical. BlueConic was named by eight of the fourteen models and Lotame Spherical by seven and BlueConic carries 12 labels and Lotame Spherical 15, so the shares are not directly comparable.
Named in five categories this edition.
Named in one category this edition.
First-choice share12%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%40%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#6A position in a field of 16; printed, not drawn.
Labels1215A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, BlueConic reading right to left. Rank and label count are printed, not drawn.Segment was named alongside these two in twelve of the fourteen direct answers. Segment vs BlueConic · Segment vs Lotame Spherical · Hightouch vs BlueConic
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 data management platforms page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
BlueConicFirst choices, of fourteen modelsLotame Spherical
Direct50
Paraphrase011 against Lotame Spherical
Comparative00
Budget-constrained004 against Lotame Spherical
Scale-constrained00
Negative001 against Lotame Spherical
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 BlueConic and Lotame Spherical 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 | | | | |
BlueConic Lotame Spherical first choice named as an alternative argued againstblank: not namedEach cell is one answer, BlueConic on the left and Lotame Spherical on the right.The direct prompt
The plain question, one answer per model, grouped by where BlueConic and Lotame Spherical stood in it.
BlueConic first, Lotame Spherical an alternative
5 of 14 modelsLotame Spherical was named in the answer but not as the choice, or not at all.Claude Haiku 4.5BlueConic, Segment alternatives: Apollo.io, ZoomInfo
DeepSeek V4 FlashBlueConic alternatives: Hightouch, HubSpot Marketing Hub, Segment
Qwen 3.7 FlashBlueConic alternatives: HubSpot Content Hub, Segment
MiniMax M2.5BlueConic, Segment alternatives: Bloomreach, Simon Data, Tealium Customer Data Hub
Muse Glimmer 30BBlueConic, Segment alternatives: Adobe Audience Manager, Hightouch, Lotame Spherical, Tealium Customer Data Hub
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Grok 4.1 FastSegment alternatives: BlueConic, Hightouch, HubSpot Marketing Hub, RudderStack
Kimi K2Segment alternatives: 6sense, BlueConic, Leadspace
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniSegment alternatives: mParticle Composable Audiences
Gemini 3.5 FlashHightouch alternatives: 6sense, Apollo.io, Census, Clay, Demandbase
Perplexity SonarSegment alternatives: Hightouch, Tealium Customer Data Hub
Mistral SmallSalesforce Data Cloud, Segment alternatives: Adobe Real-Time CDP, Tealium Customer Data Hub
Llama 4 Maverickno first choice
GLM 4.7 FlashXSegment alternatives: Apollo.io, Hightouch, Salesforce Data Cloud
GPT-6 LunaHightouch alternatives: HubSpot Marketing Hub, Segment
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
BlueConic leads by two points.
BlueConic2%#– of 13Lotame Spherical0%#11 of 13Mid-marketThe figures above
BlueConic leads by ten points.
BlueConic12%#3 of 16Lotame Spherical2%#6 of 16Enterprise
BlueConic leads by two points.
BlueConic2%#– of 13Lotame Spherical0%#– of 13What the models said about BlueConic
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“BlueConic is best for mid-market marketing teams that need a CDP they can operate without dedicated data engineering support” Claude Haiku 4.5 · direct prompt · first choice
“BlueConic if you're marketing-led and want to own the platform without heavy IT involvement” DeepSeek V4 Flash · direct prompt · first choice
What the models said about Lotame Spherical
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“you should avoid traditional, enterprise-grade Data Management Platforms (DMPs) like Adobe Audience Manager, Lotame, or Oracle CDK” Qwen 3.7 Flash · budget prompt · hard negative
“What to Avoid ... likely overkill and over-budget for smaller companies” Kimi K2 · budget prompt · hard negative
“Traditional DMPs (e.g., Lotame, Adobe Audience Manager, OnAudience)... often start pricey and are overkill/less compliant post-cookies for small ops” Grok 4.1 Fast · budget prompt · soft negative
“I'd recommend Lotame Spherical Platform or Oracle BlueKai as strong DMP options, with Lotame edging out for better mid-market fit.” Grok 4.1 Fast · paraphrase prompt · first choice
“Choose Lotame Spherical or Adobe Audience Manager if your priority is audience building for programmatic / ad-tech activation” Muse Glimmer 30B · direct prompt · alternative
“audience data + identity + activation, good for media/advertising-heavy use cases” DeepSeek V4 Flash · scale prompt · alternative
Also compared
Segment vs BlueConicSegment vs Lotame SphericalHightouch vs BlueConicHightouch vs Lotame SphericalBlueConic vs Tealium Customer Data HubBlueConic vs Salesforce Data CloudTealium Customer Data Hub vs Lotame SphericalSalesforce Data Cloud vs Lotame SphericalAll fifteen head-to-head pages and the full DMP 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.