Identity resolution · November 2026 Edition
Salesforce Data Cloud vs Senzing
Zero of fourteen models named Salesforce Data Cloud first on the direct prompt; zero named Senzing. Salesforce Data Cloud was named by twelve of the fourteen models and Senzing by nine and Salesforce Data Cloud carries 25 labels and Senzing 13, so the shares are not directly comparable.
By Salesforce, San Francisco, United States, founded 1999. Named in eight categories this edition.
Las Vegas, United States. Named in one category this edition.
First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate24%15%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 17; printed, not drawn.
Labels2513A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Salesforce Data Cloud reading right to left. Rank and label count are printed, not drawn.Hightouch Adaptive Identity Resolution vs Salesforce Data Cloud · Hightouch Adaptive Identity Resolution vs Senzing · FullContact vs Salesforce Data Cloud
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 identity resolution page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Salesforce Data CloudFirst choices, of fourteen modelsSenzing
Direct001 against Senzing
Paraphrase101 against Salesforce Data Cloud
Comparative10
Budget-constrained013 against Salesforce Data Cloud · 1 against Senzing
Scale-constrained00
Negative002 against Salesforce Data Cloud
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 Salesforce Data Cloud and Senzing 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 4.20 | | | | | ||
| 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 | |
Salesforce Data Cloud Senzing first choice named as an alternative argued againstblank: not namedEach cell is one answer, Salesforce Data Cloud on the left and Senzing on the right.The direct prompt
The plain question, one answer per model, grouped by where Salesforce Data Cloud and Senzing stood in it.
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniHightouch Adaptive Identity Resolution alternatives: Amperity, Leadspace, Salesforce Data Cloud
Neither was named
13 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5RB2B, Warmly alternatives: Amperity, CaliberMind, CustomerLabs 1PD Ops, Hightouch Adaptive Identity Resolution, Tealium
Gemini 3.5 FlashHubSpot Breeze Intelligence, ZoomInfo alternatives: 6sense, Apollo.io, Leadspace
Perplexity SonarTwilio Segment Unify alternatives: Hightouch Adaptive Identity Resolution, Leadspace, Prospeo, RudderStack Profiles
Grok 4.20FullContact alternatives: Amperity, Dun & Bradstreet, LiveRamp Identity Resolution, Twilio Segment Unify
Mistral SmallWarmly alternatives: Dun & Bradstreet, Informatica MDM, Tealium
DeepSeek V4 FlashHightouch Adaptive Identity Resolution alternatives: FullContact, Prospeo, mParticle IDSync
Llama 4 MaverickHightouch Adaptive Identity Resolution
Qwen 3.7 FlashHightouch Adaptive Identity Resolution alternatives: Apollo.io, D&B Connect, Zingg
Kimi K2Twilio Segment Unify alternatives: BlueConic, D&B Connect
GLM 4.7 FlashXOppora, Tomba alternatives: Leadspace
MiniMax M2.5Leadspace alternatives: D&B Connect, FullContact
GPT-6 LunaHubSpot Breeze Intelligence alternatives: Demandbase, RB2B, Twilio Segment Unify
Muse Glimmer 30BHightouch Adaptive Identity Resolution, Warmly alternatives: CustomerLabs 1PD Ops, FullContact, Prospeo
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
Level: the same share of first choices.
Salesforce Data Cloud0%#11 of 12Senzing0%#8 of 12Mid-marketThe figures above
Level: the same share of first choices.
Salesforce Data Cloud2%#5 of 17Senzing2%#6 of 17Enterprise
Salesforce Data Cloud leads by forty points.
Salesforce Data Cloud40%#1 of 13Senzing0%#6 of 13What the models said about Salesforce Data 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.
“listed as the current enterprise buyer leader in GTM AI Index tracking, 19% first choice in Sep 2026, replacing LiveRamp as the top named platform” Muse Glimmer 30B · comparative prompt · first choice
What the models said about Senzing
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Senzing: $58,560+ starting price” Kimi K2 · budget prompt · hard negative
“better for data-heavy ops teams, but potentially overkill or pricier” Grok 4.20 · direct prompt · soft negative
“Hightouch or Senzing offer the best combination of capability, scalability, and affordability” DeepSeek V4 Flash · budget prompt · first choice
“Senzing offers entity-centric, evidence-based resolution with embedded SDK for self-managed deployment” Claude Haiku 4.5 · comparative prompt · alternative
“Select Senzing or Tilores if you are a software team building application-level identity logic” Gemini 3.5 Flash · comparative prompt · alternative
Also compared
Hightouch Adaptive Identity Resolution vs Salesforce Data CloudHightouch Adaptive Identity Resolution vs SenzingFullContact vs Salesforce Data CloudFullContact vs SenzingTwilio Segment Unify vs Salesforce Data CloudTwilio Segment Unify vs SenzingZingg vs Salesforce Data CloudZingg vs SenzingSalesforce Data Cloud vs mParticle IDSyncSenzing vs mParticle IDSyncAll twenty-one head-to-head pages and the full identity 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.