Index › GTM data and infrastructure › Identity › Small business › September 2026 Edition

Identity resolution for small business buyers

Asked as “identity resolution platform”, and as “customer identity matching service”, on behalf of a small B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.

Standing

Segment

Contested

15% of first choices, contested.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

Small business

Segment15%ContestedThis page Mid-market

Hightouch15%ContestedStanding →Enterprise

LiveRamp21%ContestedStanding →

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.

ProductFirst-choice shareNegative rateLabelsQuadrant

Segment9%35accepted challenger

Prospeo0%17accepted challenger

RB2B0%11accepted challenger

Leadpipe0%11accepted challenger

FullContact4%27accepted challenger

RudderStack8%12accepted challenger

CustomerLabs 1PD Ops0%22accepted challenger

HubSpot Breeze Intelligence40%15criticized challenger

Hightouch9%22accepted challenger

Show the six products at 0%, ordered by negative rate

Amperity92%24criticized challenger

LiveRamp87%38criticized challenger

Salesforce Data Cloud83%12criticized challenger

mParticle82%11criticized challenger

Tealium76%17criticized challenger

10Retention.com9%11accepted challenger

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Head to head

Hightouch vs LiveRamp Hightouch vs Segment LiveRamp vs Segment

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default

Negative label rate →

R10

Accepted challengerEndorsed leader

0%First-choice share → · lines at 30% share and 25% negative30%

Key

Segment15%

Prospeo10%

RB2B10%

Leadpipe8%

FullContact6%

RudderStack6%

CustomerLabs 1PD Ops4%

HubSpot Breeze Intelligence4%

Hightouch2%

10Retention.com0%

mParticle0%

Salesforce Data Cloud0%

Tealium0%

Amperity0%

LiveRamp0%

02What they warned about

Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.

LiveRamp

87%

33 of 38 labels negative · 10 of 12 models · 19 hard negative

“LiveRamp is typically inaccessible for small businesses. It requires long-term contracts, heavy professional services implementation, and carries a massive premium cost.” Qwen 3.7 Flash, negative prompt

Amperity

92%

22 of 24 labels negative · 9 of 12 models · 14 hard negative

“Massive lock-in, opaque matching logic, and a price tag that could exceed your entire annual marketing budget.” DeepSeek V4 Flash, negative prompt

Tealium

76%

13 of 17 labels negative · 8 of 12 models · 8 hard negative

“Enterprise platforms like LiveRamp, Amperity, mParticle, and Tealium — these start at $50K–$100K+/year” Kimi K2, budget prompt

Salesforce Data Cloud

83%

10 of 12 labels negative · 8 of 12 models · 5 hard negative

“Steep setup/learning curve; G2 users mention high support needs. Total TCO escalates with integrations” Grok 4.1 Fast, negative prompt

03What they cite

Citations exist only for the models that return a source list: four of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

22 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 190 links across 79 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.

g2.com

8 answers · 15 citations · 3 models

guideflow.com

vendor site · Guideflow7 answers · 8 citations · 2 models

tilores.io

vendor site · Tilores6 answers · 6 citations · 2 models

ciente.io

5 answers · 5 citations · 2 models

devopsschool.com

5 answers · 5 citations · 2 models

liveramp.com

vendor site · LiveRamp5 answers · 5 citations · 1 model

prospeo.io

vendor site · Prospeo5 answers · 5 citations · 1 model

hightouch.com

vendor site · Hightouch4 answers · 6 citations · 2 models

sourceforge.net

vendor site · SourceForge4 answers · 6 citations · 2 models

zipdo.co

4 answers · 6 citations · 1 model

gitnux.org

4 answers · 5 citations · 1 model

worldmetrics.org

4 answers · 5 citations · 1 model

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

guideflow.com/blog/identity-resolution-software

6 answers · 2 models

tilores.io/content/best-identity-resolution-platforms-2026

6 answers · 2 models

ciente.io/blogs/top-10-identity-resolution-software-solutions-of-2024

5 answers · 2 models

devopsschool.com/blog/top-10-identity-resolution-platforms-features-pros-co…

5 answers · 2 models

prospeo.io/s/identity-resolution-software

5 answers · 1 model

directmail.io/blog/best-identity-resolution-platforms-2026

4 answers · 2 models

g2.com/categories/identity-resolution/small-business

4 answers · 3 models

leadpipe.com/blog/identity-resolution-api-comparison-2026

4 answers · 1 model

worldmetrics.org/best/identity-resolution-software

4 answers · 1 model

zipdo.co/service/identity-resolution

4 answers · 1 model

04How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.

ModelDirect“What is the best identity resolution platform for a small B2B company?”Paraphrase“Which customer identity matching service would you recommend to a small business that sells to other businesses?”Comparative“What are the top identity resolution platforms for a small team and how do they differ?”Budget-constrained“What is the best identity resolution platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an identity resolution platform. What should we look at?”Negative“Which identity resolution platforms should a small business avoid or be cautious about?”

Claude Haiku 4.5no first choice

Three alternatives

CaliberMind, Factors.ai, Warmly

CustomerLabsChanged

Two alternatives

ActionIQ, OpenIAM

against: Segment with UnifyBlueConic, Segment

One alternative

Tealium

against: AmperityFullContact, Segment

Three alternatives

Amperity, CustomerLabs, Identity Matrix

no first choicenothing named

GPT-5.4 miniSegment

Two alternatives

Hightouch, Salesforce Data Cloud

against: Adobe Real-Time CDPSalesforce's identity resolution / Data 360Changed

One alternative

Segment

against: HubSpot Breeze Intelligence, ZoomInfoHightouch

Three alternatives

RudderStack, Segment, Zeotap

Senzing

One alternative

FullContact

against: Amperity, LiveRamp, Meiro, Salesforce Data Cloudno first choiceagainst: Outlogic

Gemini 3.5 FlashClay, RB2B

Three alternatives

Apollo.io, Dealfront, Snitcher

against: Adobe Real-Time CDP, Amperity, TealiumRB2BChanged

Three alternatives

Apollo.io, Clay, HubSpot Breeze Intelligence

against: HubSpot Breeze IntelligenceHightouch

Five alternatives

Clay, FullContact, HubSpot Breeze Intelligence, RudderStack, Segment

against: Amperity, LiveRampRB2B

Five alternatives

Capturify, Hightouch, RudderStack, Splink, Zingg.ai

against: Amperity, LiveRampHightouch

Six alternatives

Bloomreach, Koala, RB2B, RudderStack, Warmly, Zeotap

against: Adobe Real-Time CDP, LiveRamp, Salesforce Data Cloudagainst: Amperity, LiveRamp, Opensend, Retention.com, RudderStack, Salesforce Data Cloud, Tealium, Tilores, Treasure Data

Perplexity SonarProspeo

Three alternatives

Hightouch Adaptive Identity Resolution, Leadpipe, Segment

against: Adobe Real-Time CDP, Salesforce Data CloudHubSpot Breeze IntelligenceChanged

Three alternatives

Apollo.io, Dealfront, Visitor Queue

CustomerLabs 1PD Ops, FullContact

Two alternatives

Hightouch, Prospeo

against: LiveRamp, Salesforce Data Cloud, TealiumRB2B

Two alternatives

FullContact, LoginRadius

no first choiceagainst: 6sense, Acxiom, Demandbase, Experian Identity & Fraud, HubSpot Breeze Intelligence, Informatica, LiveRamp, Reltio, Tamr, Tealium, ZoomInfo, mParticle

Grok 4.1 FastLeadpipe

Three alternatives

CustomerLabs 1PD Ops, FullContact, Prospeo

against: Experian, Hightouch, LiveRampSegmentChanged

Three alternatives

FullContact, Prospeo, RB2B

against: Demandbase, Hightouch, HubSpot Breeze Intelligence, LiveRampCustomerLabs 1PD Ops

Four alternatives

FullContact, Prospeo, Retention.com, Segment

against: Amperity, LiveRampRudderStack

Two alternatives

CustomerLabs 1PD Ops, dedupe

against: Amperity, LiveRamp, Segmentno first choiceagainst: Acxiom, Amperity, Experian Identity Solutions, Informatica, LiveRamp, Salesforce Data Cloud, Tealium, mParticle

Mistral SmallProspeo

Four alternatives

CustomerLabs 1PD Ops, FullContact, Hightouch Adaptive Identity Resolution, Prime360

against: Adobe Real-Time CDP, LiveRamp, Salesforce Data CloudProspeoHeld

Two alternatives

FullContact, Segment

CustomerLabs 1PD Ops

Five alternatives

FullContact, Hightouch Adaptive Identity Resolution, Prospeo, Retention.com, Segment

Segment

Four alternatives

CustomerLabs 1PD Ops, Opensend, RudderStack, Visitor Queue

against: Amperity, LiveRamp, Tealiumno first choiceagainst: Experian, LiveRamp, Neustaragainst: Background Alert, Inc., Growbots, Inc., ID.me, Kochava, LiveRamp, Oracle Unity, PayDae, Inc., UpLead LLC

DeepSeek V4 FlashFullContact, Leadpipe

Five alternatives

CustomerLabs 1PD Ops, Factors.ai, FullEnrich, Hightouch Adaptive Identity Resolution, RB2B

against: Amperity, Informatica, LiveRamp, mParticleApollo.ioChanged

Three alternatives

Cleanlist, Data Ladder, HubSpot Breeze Intelligence

against: ZoomInfoCustomerLabs 1PD Ops

Four alternatives

Hightouch Adaptive Identity Resolution, Klaviyo, RudderStack, Segment

against: Acxiom, Experian, ID5, LiveRamp, Splink, Zeotap, Zingg, mParticleCustomerLabs 1PD Ops, Leadpipe

One alternative

RB2B

against: Amperity, FullContact, LiveRamp, Salesforce Data Cloud, Tealium, mParticleno first choice

Five alternatives

CustomerLabs, FullContact, Hightouch, Prospeo, Segment

against: Amperity, Experian, Informatica, LiveRamp, TransUnionagainst: Acxiom Real Identity, Amperity, BlueConic, Experian Identity, Informatica, LiveRamp, Segment, Tealium, TransUnion, Zeta Global, mParticle

Llama 4 Maverickno first choiceno first choiceHeldno first choiceBlueConic, Segment

Two alternatives

CustomerLabs 1PD Ops, Experian Identity & Fraud

no first choicenothing named

Qwen 3.7 FlashCustomerLabs, Prospeo

Two alternatives

FullContact, Hightouch

against: Acxiom, Amperity, LiveRampHubSpot Breeze IntelligenceChanged

Three alternatives

Apollo.io, Cleanlist, Segment

against: LiveRamp, ZoomInfoCustomerLabs 1PD Ops

Two alternatives

Hightouch Adaptive Identity Resolution, Tealium

Leadpipe

Three alternatives

FullContact, RB2B, Segment

against: Amperity, LiveRampno first choiceagainst: Adobe Real-Time CDP, Google One ID / Google Signals, LiveRamp, Salesforce Data Cloud, Tealium, mParticle

Kimi K2Dealfront, Snitcher

Five alternatives

Albacross, Hightouch, Leadinfo, Leadpipe, RB2B

against: 6sense, Amperity, HubSpot Breeze Intelligence, LiveRamp, Tealium, ZoomInfo WebSightsApollo.ioChanged

Three alternatives

FullEnrich, Leadpipe, Prospeo

against: 6sense, HubSpot Breeze Intelligence, LiveRamp, ZoomInfoCustomerLabs 1PD Ops, Segment

Three alternatives

FullContact, Hightouch, Salesforce Data Cloud

against: Amperity, LiveRamp, Tealium, mParticleRudderStack

Six alternatives

CustomerLabs, FullContact, Hightouch, Prospeo, Segment, Zingg

against: Amperity, LiveRamp, Tealium, mParticleCustomerLabs

Four alternatives

FullContact, Hightouch, Retention.com, Segment

against: Acxiom, Amperity, LiveRampagainst: Adobe Real-Time CDP, Amperity, Experian, Informatica MDM, LiveRamp, Neustar, Salesforce Data Cloud, Segment (Twilio) with Unify, Tapad, TransUnion

GLM 4.7 FlashXRudderStack, Segment

Two alternatives

Hightouch, Prospeo

ClerkChanged

Three alternatives

HubSpot Breeze Intelligence, Meiro, Opensend

CustomerLabs 1PD Ops, Hightouch Adaptive Identity Resolution

Five alternatives

FullContact, Leadpipe, Prospeo, Retention.com, Segment

against: Experian, LiveRamp, TransUnionProspeo, Segment

Three alternatives

CustomerLabs 1PD Ops, FullContact, Retention.com

Hightouch Adaptive

Three alternatives

CustomerLabs 1PD Ops, Experian Identity Resolution Solutions, LiveRamp

against: Informatica MDM & 360 Applications, Segment

MiniMax M2.5RB2B, Warmly

Two alternatives

CustomerLabs 1PD Ops, Hightouch Adaptive Identity Resolution

Demandbase, Lead ForensicsChanged

Two alternatives

Experian Identity & Fraud, FullCircl

CustomerLabs 1PD Ops, Leadpipe

Two alternatives

FullContact, Hightouch

CustomerLabs 1PD Ops, FullContact

Three alternatives

Prospeo, Retention.com, Segment

no first choiceagainst: Acxiom, Amperity, Experian, LiveRamp, Merkury, Tealium, TransUnion

Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record

Seventy-two rows: every prompt, every model, every answer.

Prompt	Model	Version string	Time (UTC)	Searched	Sources	Latency
Direct recommendation	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-14 23:10	yes	7	9 s
Direct recommendation	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 02:41	yes	5	5 s
Direct recommendation	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 02:40	yes	11	23 s
Direct recommendation	Perplexity Sonar	`sonar`	2026-09-14 23:23	yes	20	6 s
Direct recommendation	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 02:46	yes	0	9 s
Direct recommendation	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 04:17	yes	0	7 s
Direct recommendation	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 02:22	yes	0	18 s
Direct recommendation	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-14 23:54	yes	0	2 s
Direct recommendation	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-14 23:36	yes	0	42 s
Direct recommendation	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 04:25	yes	0	31 s
Direct recommendation	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 02:20	yes	0	19 s
Direct recommendation	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 02:47	yes	0	24 s
Paraphrase	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-14 23:25	yes	7	7 s
Paraphrase	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 02:52	yes	3	9 s
Paraphrase	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 05:06	yes	13	21 s
Paraphrase	Perplexity Sonar	`sonar`	2026-09-14 23:07	yes	20	5 s
Paraphrase	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 04:46	yes	0	8 s
Paraphrase	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 01:04	yes	0	5 s
Paraphrase	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 04:31	yes	0	17 s
Paraphrase	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 00:36	yes	0	2 s
Paraphrase	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 00:08	yes	0	21 s
Paraphrase	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 01:03	yes	0	33 s
Paraphrase	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-14 23:52	yes	0	25 s
Paraphrase	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 04:46	yes	0	10 s
Comparative	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-14 22:59	yes	14	11 s
Comparative	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 01:22	yes	7	8 s
Comparative	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 00:44	yes	23	33 s
Comparative	Perplexity Sonar	`sonar`	2026-09-15 01:43	yes	20	7 s
Comparative	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 02:46	yes	0	9 s
Comparative	Mistral Small	`mistral/mistral-small via mistral`	2026-09-14 23:04	yes	0	8 s
Comparative	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-15 01:24	yes	0	43 s
Comparative	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 04:57	yes	0	2 s
Comparative	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 00:13	yes	0	42 s
Comparative	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 03:28	yes	0	44 s
Comparative	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 04:08	yes	0	63 s
Comparative	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 04:05	yes	0	27 s
Budget constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 00:13	yes	7	6 s
Budget constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 01:40	yes	3	5 s
Budget constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 02:34	yes	21	28 s
Budget constrained	Perplexity Sonar	`sonar`	2026-09-15 02:35	yes	18	6 s
Budget constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 02:41	yes	0	10 s
Budget constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-14 23:04	yes	0	7 s
Budget constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-14 23:50	yes	0	20 s
Budget constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 01:58	yes	0	2 s
Budget constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 03:28	yes	0	34 s
Budget constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 01:40	yes	0	27 s
Budget constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 02:58	yes	0	47 s
Budget constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 01:27	yes	0	17 s
Scale constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-14 23:44	no	0	6 s
Scale constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-14 23:10	no	0	10 s
Scale constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 03:58	yes	11	24 s
Scale constrained	Perplexity Sonar	`sonar`	2026-09-15 02:08	yes	20	7 s
Scale constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 04:27	yes	0	7 s
Scale constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 00:55	no	0	8 s
Scale constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-14 23:27	yes	0	45 s
Scale constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 00:31	yes	0	3 s
Scale constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-14 22:54	yes	0	23 s
Scale constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 00:51	yes	0	28 s
Scale constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-14 23:36	yes	0	25 s
Scale constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 04:30	yes	0	11 s
Negative framing	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 03:06	yes	13	8 s
Negative framing	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 03:45	yes	6	6 s
Negative framing	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-14 22:58	yes	17	21 s
Negative framing	Perplexity Sonar	`sonar`	2026-09-15 02:43	yes	20	6 s
Negative framing	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 02:24	yes	0	8 s
Negative framing	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 02:54	yes	0	10 s
Negative framing	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-15 03:35	yes	0	34 s
Negative framing	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-14 23:37	yes	0	2 s
Negative framing	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 03:54	yes	0	50 s
Negative framing	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 03:37	yes	0	40 s
Negative framing	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 00:21	yes	0	73 s
Negative framing	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-14 23:23	yes	0	16 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings

HubSpot read as HubSpot Breeze Intelligence

Oracle (including Oracle Data Cloud) read as Oracle Unity

Unresolved, counted raw

Apache Uniffle

Background Alert, Inc.

Checkthat

CustomerLabs / Braze-style solutions

CustomerLabs 1PD

Experian Identity

Experian Identity Solutions

FICO Identity Resolution

FullCircl

Google One ID / Google Signals

Growbots, Inc.

JumpCloud

Merkury (Merkle)

PayDae, Inc.

Prime360

Salesforce's identity resolution / Data 360

Segment (Twilio) with Unify

Segment with Unify

Tie

UpLead LLC

Zingg.ai

Discontinued, still offered

No shut-down product was recommended here.

Identity resolution for small business buyers

By buyer segment

01The standing

Recommended versus criticized

02What they warned about

03What they cite

Sites the answers cite

Pages the answers cite

04How they answered

05The record

Normalization in this category

Also in gtm data and infrastructure