| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| In-app messaging and customer communications | Customer | 2% | 20 of 113 | 33% | 3 | under 10 labels · led by Intercom at 20% |
| Chatbots and conversational AI for support | Customer | 0% | 99 of 106 | 60% | 5 | under 10 labels · led by Intercom at 35% |
| Lead routing and management | Sales | 0% | 21 of 104 | 0% | 4 | under 10 labels · led by LeadAngel at 32% |
| Account-based marketing platforms | Marketing | 0% | 71 of 76 | 100% | 1 | under 10 labels · led by AdRoll ABM at 56% |
| Content marketing platforms | Marketing | 0% | 115 of 159 | 100% | 1 | under 10 labels · led by HubSpot Content Hub at 30% |
| Customer intelligence and data science | GTM data and infrastructure | 0% | 147 of 158 | 100% | 1 | under 10 labels · led by Google Analytics 4 at 16% |
| Digital sales rooms | Sales | 0% | 52 of 59 | 100% | 1 | under 10 labels · led by Aligned at 40% |
| Meeting scheduling | Sales | 0% | 72 of 77 | 100% | 1 | under 10 labels · led by Calendly at 59% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 1 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 2 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 3 | 3 |
| Kimi K2 | 0 | 0 | 0 | 2 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 2 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“For most mid-sized B2B companies, Drift works well for lead generation and sales” Claude Haiku 4.5 · In-app messaging · paraphrase prompt · first choice
“Purpose-built for B2B with a focus on conversational sales and support.” Claude Haiku 4.5 · Support chatbots · paraphrase prompt · alternative
“AI-powered: Orbit AI or Drift” Mistral Small · Lead routing · comparative prompt · alternative
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.
“What to Avoid on a Budget - Enterprise platforms like Demandbase, 6sense, or Drift” Qwen 3.7 Flash · ABM · budget prompt · hard negative
“AVOID or EXERCISE EXTREME CAUTION ... Major Security Incident (August 2025)” Kimi K2 · Sales rooms · negative prompt · hard negative
“Drift/Salesloft sunset — avoid tools being deprecated” DeepSeek V4 Flash · Scheduling · scale prompt · hard negative
“Gradual sunset announced March 2026” Kimi K2 · Customer intel · negative prompt · hard negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 5 of the 61 answers that named Drift and are not a share of its labels.
Fourteen of the fourteen domain citations in answers naming Drift came from somebody else's page.
Pages are listed as the models cited them.
From Wikidata, fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · Crunchbase
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 Drift'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 Drift, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at driftbreach.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.