# LiveRamp vs Demandbase: which do AI models recommend for identity, September 2026

GTM AI Recommendation Index, September 2026 Edition, Identity resolution. Zero of twelve models named LiveRamp first on the direct prompt; one named Demandbase. Page: https://gtm-ai-index.com/gtm-data/identity-resolution/liveramp-vs-demandbase/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| LiveRamp | 10% | #2 of 18 | 47% | 45 | 11 of 12 |
| Demandbase | 4% | #7 of 18 | 18% | 11 | 7 of 12 |

## The direct prompt, model by model

- Qwen 3.7 Flash: demandbase first (first choices: Demandbase, HubSpot Breeze Intelligence) (alternatives: 6Degrees, 6sense, Blue90, Salesforce Einstein, Terminus)
- Gemini 3.5 Flash: neither first, one named (first choices: Openprise) (alternatives: 6sense, Demandbase, Hightouch, HubSpot Breeze Intelligence, RudderStack, ZoomInfo)
- Mistral Small: neither first, one named (first choices: Warmly) (alternatives: LiveRamp, MarketBetter, RB2B)
- DeepSeek V4 Flash: neither first, one named (first choices: Hightouch) (alternatives: 6sense, CustomerLabs 1PD Ops, Demandbase, ZoomInfo)
- Claude Haiku 4.5: neither named (first choices: Amperity, Tealium) (alternatives: Adobe's Real-Time Customer Data Platform, FullContact, Snitcher)
- GPT-5.4 mini: neither named (first choices: Hightouch, Tealium) (alternatives: Salesforce Data Cloud, Treasure Data, Zeotap)
- Perplexity Sonar: neither named (first choices: Segment) (alternatives: Hightouch, Prospeo, Tealium)
- Grok 4.1 Fast: neither named (first choices: Segment) (alternatives: CustomerLabs 1PD Ops, Hightouch, Prospeo)
- Llama 4 Maverick: neither named
- Kimi K2: neither named (first choices: Apollo.io) (alternatives: FullContact, LeanData, Lusha)
- GLM 4.7 FlashX: neither named (first choices: Tealium) (alternatives: CustomerLabs, ZoomInfo)
- MiniMax M2.5: neither named (first choices: Amperity, Tealium) (alternatives: DirectMail.io, LettrLabs, Segment)

## What the models said about LiveRamp

- "1. LiveRamp (formerly Acxiom)
- Why avoid: The UK's Open Rights Group filed formal ICO complaints in February 2024 alleging unlawful processing" (Mistral Small, negative prompt, hard negative)
- "Avoid these for mid-sized B2B ... LiveRamp ($100K–$500K+ annually — enterprise pricing, primarily ad-tech focused)" (DeepSeek V4 Flash, paraphrase prompt, hard negative)
- "Most enterprise platforms (LiveRamp, Experian, Amperity) start at $50K+/year — avoid these for limited budgets." (MiniMax M2.5, budget prompt, hard negative)
- "Choose LiveRamp if you need broad ecosystem connectivity, data collaboration, and maximum reach across partners and advertising platforms" (Qwen 3.7 Flash, comparative prompt, first choice)
- "LiveRamp is the strongest fit when mid-to-enterprise teams need repeatable identity stitching across CRM, ad, and measurement systems" (Llama 4 Maverick, comparative prompt, first choice)
- "Prioritize vendors like LiveRamp, Hightouch, Acxiom, or mParticle... for broad ecosystem reach, LiveRamp excels." (Grok 4.1 Fast, scale prompt, first choice)

## What the models said about Demandbase

- "Widely considered the gold standard for ABM. It uses deep identity resolution to map anonymous website visitors to accounts with high accuracy." (Qwen 3.7 Flash, direct prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.