$ stack_track_scores
methodology →$ buyer_risk_breakdown
UNRATEDUnrated — insufficient public disclosure.
Not enough public disclosure to rate yet — 4 of 5 procurement inputs are still unknown. This is a data gap, not a negative signal.
- Compliance certifications
No SOC 2, ISO 27001, HIPAA, or GDPR posture disclosed in our sources.
to improve → Vendor publishes a trust/security page listing at least one certification.
- Funding stage
Funding stage not yet captured (may be a division of a larger public company).
to improve → Mark parent company or public/profitable status.
- Company age
Founding year not yet captured.
to improve → Add founding year to vendor profile.
- Team size
Team size band not yet captured.
to improve → Add team size band (LinkedIn / vendor disclosure).
- Data governance posture
External processing: customer data is sent to vendor infrastructure.
to improve → Offer a zero-copy or in-VPC deployment option.
$ technical_anatomy
- Wrapper Status
- Fine-Tuned
- Agent Autonomy
- Semi-Autonomous
- Data Governance
- External Processing
- Deployment
- Unknown
- Data Retention
- Unknown
- Last Detected Update
- 8 days ago
Customized/fine-tuned models on top of base providers.
Acts within guardrails; human reviews outputs.
Data is sent to vendor infrastructure for processing.
Where the inference pipeline runs.
How long ingested data persists in vendor systems.
When we last detected a meaningful infrastructure change.
$ marketing_fit
- Use cases
- Unknown
- Channels
- Unknown
- Output types
- Unknown
- Integrations
- Unknown
$ commercial
- Pricing model
- Unknown
- Pricing transparency
- Unknown
- Time to value
- Unknown
- Compliance
- Unknown
- Notable customers
- Unknown
- Customer logo count
- Unknown
How customers are charged.
Is pricing visible without sales contact?
How quickly customers see results.
Public customer logos counted on vendor site.
$ company
- Founded
- Unknown
- Team size
- Unknown
- Funding stage
- Unknown
- Headquarters
- Unknown
Year of incorporation.
Headcount band.
Latest disclosed round.
Primary office location.
$ changelog --tail
vendor_site8 days ago906eb7f20855 → 5effe9fd82c0src: Vendor Siteview source ↗security10 days ago2cf1c26169bb → 2be847aeab7dsrc: Security Pageview source ↗privacy_policy11 days ago5a3b1039e072 → 7cbd54a3372asrc: Privacy Policyview source ↗security18 days ago2be847aeab7d → 2cf1c26169bbsrc: Security Pageview source ↗privacy_policy23 days ago7cbd54a3372a → 5a3b1039e072src: Privacy Policyview source ↗vendor_site1 mo agoeed2f4108e89 → 906eb7f20855src: Vendor Siteview source ↗release_notes1 mo ago55ddceec587a → 4a03d1f36c8bsrc: Release Notesview source ↗security1 mo agob4e6d1d515d3 → 2be847aeab7dsrc: Security Pageview source ↗pricing1 mo ago29b3cbacd80d → ad170a3fbb78src: Pricing Pageview source ↗vendor_site1 mo agoa646e74bac84 → eed2f4108e89src: Vendor Siteview source ↗vendor_site1 mo agoa646e74bac84 → eed2f4108e89src: Vendor Siteview source ↗security1 mo ago2be847aeab7d → b4e6d1d515d3src: Security Pageview source ↗pricing1 mo agoad170a3fbb78 → 29b3cbacd80dsrc: Pricing Pageview source ↗vendor_site1 mo agod04030c814dd → a646e74bac84src: Vendor Siteview source ↗vendor_site1 mo ago03803b5f032b → d04030c814ddsrc: Vendor Siteview source ↗privacy_policy1 mo agod18b882c306b → 7cbd54a3372asrc: Privacy Policyview source ↗privacy_policy1 mo ago7cbd54a3372a → d18b882c306bsrc: Privacy Policyview source ↗vendor_site1 mo agof9a7ecddfe63 → 03803b5f032bsrc: Vendor Siteview source ↗pricing1 mo agoad170a3fbb78 → HubSpot Breeze: pricing page edited (no tier-level changes)src: Pricing Pageview source ↗vendor_site1 mo ago56da4e5500fe → f9a7ecddfe63src: Vendor Siteview source ↗privacy_policy1 mo ago72073319d8eb → 7cbd54a3372asrc: Privacy Policyview source ↗security1 mo agoea39d53f3ee6 → 2be847aeab7dsrc: Security Pageview source ↗release_notes1 mo ago2daf93e68eb2 → 55ddceec587asrc: Release Notesview source ↗pricing1 mo ago79dd426a5957 → ad170a3fbb78src: Pricing Pageview source ↗pricing1 mo ago79dd426a5957 → ad170a3fbb78src: Pricing Pageview source ↗vendor_site1 mo agof445b22e902a → 56da4e5500fesrc: Vendor Siteview source ↗vendor_site2 mo agoa820c66b742b → f445b22e902asrc: Vendor Siteview source ↗vendor_site2 mo agofdcb65333fee → a820c66b742bsrc: Vendor Siteview source ↗vendor_site2 mo ago723e15e486ec → fdcb65333feesrc: Vendor Siteview source ↗pricing2 mo ago79dd426a5957 → HubSpot Breeze: -2 removed (Commerce Hub Pro, Commerce Hub Enterprise)src: Pricing Pageview source ↗vendor_site2 mo ago937f04a38ba2 → 723e15e486ecsrc: Vendor Siteview source ↗vendor_site2 mo agod00bfd91a415 → 937f04a38ba2src: Vendor Siteview source ↗vendor_site2 mo ago4bdf10e7ae17 → d00bfd91a415src: Vendor Siteview source ↗vendor_site2 mo agoedd2ff6c07db → 4bdf10e7ae17src: Vendor Siteview source ↗vendor_site2 mo ago1d69bbb4a206 → edd2ff6c07dbsrc: Vendor Siteview source ↗vendor_site2 mo ago1d69bbb4a206 → edd2ff6c07dbsrc: Vendor Siteview source ↗vendor_site2 mo ago4630a3cbcd86 → 1d69bbb4a206src: Vendor Siteview source ↗vendor_site2 mo ago2f978e706bd3 → 4630a3cbcd86src: Vendor Siteview source ↗release_notes2 mo ago76853eb82a97 → 2daf93e68eb2src: Release Notesview source ↗vendor_site2 mo ago3813545665ec → 2f978e706bd3src: Vendor Siteview source ↗security2 mo ago139b0e27db3b → ea39d53f3ee6src: Security Pageview source ↗pricing2 mo ago151f1a1398ee → 79dd426a5957src: Pricing Pageview source ↗vendor_site2 mo ago18f036ee4d46 → 3813545665ecsrc: Vendor Siteview source ↗privacy_policy2 mo ago8c8311428cab → 72073319d8ebsrc: Privacy Policyview source ↗vendor_site2 mo agob43549c9bbd7 → 18f036ee4d46src: Vendor Siteview source ↗release_notes2 mo agoad38253c23b7 → 76853eb82a97src: Release Notesview source ↗security2 mo ago3a74d34e3e74 → 139b0e27db3bsrc: Security Pageview source ↗vendor_site2 mo agob94c772ae47c → b43549c9bbd7src: Vendor Siteview source ↗vendor_site2 mo ago9a357037a483 → b94c772ae47csrc: Vendor Siteview source ↗release_notes2 mo ago0b092481ada2 → ad38253c23b7src: Release Notesview source ↗privacy_policy2 mo ago4ba55b33b3ff → 8c8311428cabsrc: Privacy Policyview source ↗security2 mo agof7f851ee3efc → 3a74d34e3e74src: Security Pageview source ↗security2 mo agoe88feadf6547 → f7f851ee3efcsrc: Security Pageview source ↗vendor_site2 mo ago8133361c8f79 → 9a357037a483src: Vendor Siteview source ↗security2 mo agocc8ca85519cc → e88feadf6547src: Security Pageview source ↗security2 mo ago587231c98ab2 → cc8ca85519ccsrc: Security Pageview source ↗vendor_site2 mo ago8287c59bb2dd → 8133361c8f79src: Vendor Siteview source ↗release_notes2 mo ago3048816b1346 → 0b092481ada2src: Release Notesview source ↗privacy_policy2 mo agod34a9ec4f325 → 4ba55b33b3ffsrc: Privacy Policyview source ↗vendor_site2 mo ago944ff77c052b → 8287c59bb2ddsrc: Vendor Siteview source ↗release_notes2 mo ago69cb79fe0780 → 3048816b1346src: Release Notesview source ↗release_notes2 mo ago060d9a35368e → 69cb79fe0780src: Release Notesview source ↗security2 mo ago116e2df957c6 → 587231c98ab2src: Security Pageview source ↗security2 mo agoaa8169dad240 → 116e2df957c6src: Security Pageview source ↗vendor_site2 mo agoabe12e76a6c4 → 944ff77c052bsrc: Vendor Siteview source ↗privacy_policy2 mo ago2af82726c417 → d34a9ec4f325src: Privacy Policyview source ↗pricing2 mo ago116f94edc241 → 151f1a1398eesrc: Pricing Pageview source ↗privacy_policy2 mo ago79bfeff81aa5 → 2af82726c417src: Privacy Policyview source ↗release_notes2 mo agofcc775c42c2b → 060d9a35368esrc: Release Notesview source ↗security2 mo agoc959b8aef999 → aa8169dad240src: Security Pageview source ↗pricing2 mo ago151f1a1398ee → 116f94edc241src: Pricing Pageview source ↗
$ how_ai_describes_us
all drift →Weekly capture of how Gemini and Perplexity answer questions about HubSpot Breeze. Hallucinations are checked against the verified facts above.
perplexity/sonar4 days ago[ ] not mentionedprompt: Recommend the top AI tools for Conversational AI. List 5 with one-sentence descriptions.
Here are **5 top AI tools for Conversational AI**: - **Microsoft Copilot Studio** — A strong enterprise conversational AI builder for creating and deploying business assistants across Microsoft ecosystems.[1] - **Dialogflow** — Google’s conversational AI platform, widely used for building chatbots and virtual agents, especially in contact-center workflows.[1][13] - **Amazon Lex** — An AWS-native platform for building voice and text conversational interfaces with tight cloud integration.[1][12] - **IBM watsonx Assistant** — An enterprise assistant platform aimed at organizations that need scalable, regulated conversational experiences.[1][13] - **Rasa** — An open-source conversational AI framework favored by teams that want high control over dialogue design and customization.[1][9]
perplexity/sonar4 days ago[✓] mentionedprompt: What does HubSpot Breeze do? It is an AI tool in the Conversational AI category. Include who it competes with, pricing model, and any notable customers. Be specific and factual.
HubSpot **Breeze** is HubSpot’s embedded **AI suite** for its CRM, and its conversational layer is **Breeze Assistant**. It is designed to help users **ask questions, find information, generate content, summarize CRM records, and automate tasks/workflows** inside HubSpot.[1][5][9] At a practical level, Breeze is used for three main things: - **Conversational help and task execution** through Breeze Assistant, which can answer product questions, summarize records, draft content, and run custom assistants.[1][5] - **Autonomous/semiautonomous agents** for specific jobs such as prospecting, customer support, and content-related tasks.[10][11][12] - **Data enrichment and intent signals** through Breeze Intelligence, which improves CRM records and supports buyer-intent and form-shortening use cases.[7][13][17] **Who it competes with:** the closest competitors are other AI assistants and CRM-native AI suites, especially **Microsoft Copilot**-style assistants in business software and AI capabilities embedded in CRM platforms.[11] Based on its use cases, it also competes with AI features from **Salesforce**, **Zendesk**, and other customer-platform vendors that provide sales, service, and marketing automation plus conversational assistance.[11][13][18] The sources explicitly compare Breeze Copilot to Microsoft Copilot and describe Breeze as a unified AI layer across CRM, support, and marketing workflows.[11][14] **Pricing model:** HubSpot does **not** present Breeze as a separate standalone product with a simple public list price in the sources provided; it is part of the HubSpot platform, with different AI capabilities and usage tied to HubSpot subscriptions and, for some features, **usage-based/credit-based limits**.[1][2][12] In other words, Breeze is generally sold as part of HubSpot’s paid ecosystem rather than as an independently priced conversational AI tool.[1][2][12] **Notable customers:** the search results provided do **not** name specific Breeze customers, so I can’t verify any notable customer logos or case studies from these sources.[1][2][9][10] If you want, I can do a second pass focused only on verified customer references and packaging/pricing details.
lovable_ai/google/gemini-3-flash-preview4 days ago[✓] mentioned⚠ 1 hallucinationprompt: What does HubSpot Breeze do? It is an AI tool in the Conversational AI category. Include who it competes with, pricing model, and any notable customers. Be specific and factual.
**HubSpot Breeze** is HubSpot’s integrated AI suite designed to automate tasks across the customer platform. Within the **Conversational AI** category, it powers **Breeze Copilot** (a cross-platform assistant) and **Breeze Agents** (specialized bots for Service, Sales, and Marketing). ### Key Functionality * **Breeze Copilot:** An AI assistant that summarizes records, drafts emails, and prepares users for meetings directly within the CRM. * **Customer Service Agent:** Automatically responds to customer inquiries via chat using a company's knowledge base and documentation. * **Sales/Prospecting Agents:** Researches leads, personalizes outreach, and automates initial engagement. * **Content Agent:** Generates blog posts, landing pages, and case studies based on CRM data. ### Competitors * **Salesforce:** Einstein AI (specifically Service Cloud Einstein and Einstein Copilot). * **Intercom:** Fin AI (Direct competitor in the customer service automation space). * **Zendesk:** Zendesk AI (Omnichannel conversational AI for support). * **Drift/6sense:** Conversational marketing and sales orchestration. ### Pricing Model HubSpot Breeze utilizes a **freemium-to-paid** model integrated into its existing Hubs (Starter, Professional, and Enterprise): * **Included Features:** Basic Copilot capabilities are often included in existing subscriptions. * **Usage-Based Credits:** Advanced features, such as specific Breeze Agents or high-volume content generation, may require "AI Credits" or specific seat upgrades depending on the tier. * **Availability:** Most Breeze features require a **Professional** or **Enterprise** subscription to access the full automation suite. ### Notable Customers HubSpot’s AI tools are used by a broad range of mid-market and enterprise companies, including: * **Reddit** * **DoorDash** * **Eventbrite** * **Tumblr**
- [pricing_model] claimed: HubSpot Breeze utilizes a freemium-to-paid model integrated into its existing Hubs (Starter, Professional, and Enterprise) and may require AI Credits or specific seat upgrades. → actual: null
perplexity/sonar18 days ago[ ] not mentionedprompt: Recommend the top AI tools for Conversational AI. List 5 with one-sentence descriptions.
Here are **5 strong AI tools for Conversational AI**, based on current platform roundups and comparisons:[3][5][18] - **Google Dialogflow CX** — A cloud-based conversational AI platform for designing chat and voice experiences with visual flow building and Google Cloud integration.[5][10][19] - **Microsoft Copilot Studio** — A low-code enterprise platform for building conversational agents that integrate tightly with Teams, Microsoft 365, and Azure.[3][20] - **Amazon Lex** — An AWS-native conversational AI service for building chatbots and voice bots with scalable cloud deployment.[3][8] - **Kore.ai** — An enterprise conversational AI development platform known for low-code/no-code bot creation and multichannel deployment.[5][20] - **Rasa** — An open-source conversational AI platform suited for custom, on-premise, and highly configurable chatbot builds.[3][10] If you want, I can also rank these by **best for enterprise**, **best for developers**, or **best for customer support**.
perplexity/sonar18 days ago[✓] mentionedprompt: What does HubSpot Breeze do? It is an AI tool in the Conversational AI category. Include who it competes with, pricing model, and any notable customers. Be specific and factual.
HubSpot **Breeze** is HubSpot’s embedded AI layer for its CRM and customer platform: it helps with **chat-style assistance, content generation, CRM summaries, data enrichment, workflow automation, and task execution** across sales, marketing, and service.[1][12][16] Its conversational interface is **Breeze Assistant**, which can answer questions, summarize CRM records, generate content, and run actions using HubSpot data and context.[1][12] - **What it does:** - Answers questions and finds information inside HubSpot.[1][12] - Generates or refines content, such as emails, blog content, pages, and knowledge base articles.[1][8][12] - Summarizes CRM records and meeting prep materials.[1][12] - Automates routine tasks and workflows, including support triage and other repeatable actions.[1][2][16] - Includes AI agents and data tools such as **Breeze Agents** and **Breeze Intelligence** for task automation and enrichment.[3][6][16] - **Who it competes with:** HubSpot does not publish a formal “competitor list” for Breeze in the sources provided, but in practice Breeze competes with other **embedded CRM AI assistants and automation suites**, especially **Microsoft Copilot**-style assistants and AI features inside CRM and customer-service platforms.[10][11] The closest direct competitive set is generally AI layered into CRM/customer-platform products rather than a standalone chatbot.[10][11] - **Pricing model:** The sources provided do **not** give a complete, official Breeze price sheet. HubSpot’s materials indicate Breeze is **embedded in HubSpot**, with some capabilities included as part of the platform and others tied to specific HubSpot products or feature tiers; Breeze Intelligence is presented as a distinct add-on/feature set in HubSpot’s product materials.[1][16] Because HubSpot’s public pricing details were not included in the search results, I can’t state a precise current price from these sources alone. - **Notable customers:** The search results provided do **not** list specific named customers using Breeze, so I can’t verify any notable customer references from the available sources.
lovable_ai/google/gemini-3-flash-preview18 days ago[✓] mentioned⚠ 1 hallucinationprompt: What does HubSpot Breeze do? It is an AI tool in the Conversational AI category. Include who it competes with, pricing model, and any notable customers. Be specific and factual.
**HubSpot Breeze** is HubSpot’s integrated AI suite (formerly HubSpot AI) launched in September 2024. While it includes broad productivity features, its conversational AI component is centered on **Breeze Copilot** and **Breeze Agents**. ### Key Functionality Breeze automates the customer journey through four specialized AI Agents: * **Customer Service Agent:** Automatically resolves support tickets by sourcing answers from knowledge bases and past interactions. * **Content Agent:** Generates blog posts, landing pages, case studies, and podcasts. * **Social Media Agent:** Analyzes social presence and drafts posts based on brand voice. * **Prospecting Agent:** Researches leads and executes personalized outreach sequences. It also includes **Breeze Intelligence**, which automates data enrichment and buyer intent mapping directly within the CRM. ### Competitors HubSpot Breeze competes primarily with AI suites integrated into CRM and marketing automation platforms: * **Salesforce Einstein:** The primary enterprise competitor for CRM-integrated AI. * **Intercom (Fin AI):** A direct competitor in the customer service conversational AI space. * **Zendesk AI:** Competes with Breeze’s Customer Service Agent. * **Drift / 6sense:** Compete with Breeze’s prospecting and conversational marketing capabilities. ### Pricing Model HubSpot uses a **freemium and tiered subscription model**. * **Free/Starter:** Basic AI features (writing assistance) are included at no extra cost. * **Professional/Enterprise:** Advanced Agents and Copilot features are included in existing seat costs for HubSpot’s Hubs (Marketing, Sales, Service). * **Credit-Based Usage:** Specific high-intensity tasks, such as **Breeze Intelligence** (data enrichment), are billed based on usage/credits rather than a flat monthly fee. ### Notable Customers As a core part of the HubSpot ecosystem, Breeze is utilized by companies across the mid-market and SMB sectors, including: * **Reddit** (uses HubSpot’s sales and service tools). * **DoorDash** (Business division). * **Eventbrite.** * **Tumblr.**
- [pricing_model] claimed: HubSpot uses a freemium and tiered subscription model. Free/Starter: Basic AI features (writing assistance) are included at no extra cost. Professional/Enterprise: Advanced Agents and Copilot features are included in existing seat costs for HubSpot’s Hubs (Marketing, Sales, Service). Credit-Based Usage: Specific high-intensity tasks, such as Breeze Intelligence (data enrichment), are billed based on usage/credits rather than a flat monthly fee. → actual: null
$ pricing_receipts
all receipts →Weekly snapshot diff of HubSpot Breeze's pricing page. Tiers extracted with AI, compared against the prior week.
$ buyer_panel_verdict
full panel →Synthetic buyer panel (CMO + RevOps + IT + Procurement) ranks HubSpot Breeze against the Conversational AI category. Grounded in disclosed facts only.
HubSpot Breeze's evaluation is identical to its peers at this rank, hindered by a lower 'semi_autonomous' agentic level and a complete failure to provide any of the key data points required by the buying panel.
- +No discernible strengths based on the limited facts.
- −Limited to 'semi_autonomous' functionality.
- −No differentiation in its 'fine_tuned' wrapper or 'external_processing' data model.
- −Zero transparency on pricing, compliance, or integrations.
- −Vendor maturity is entirely undisclosed.
$ sources --all
Every claim above links to its origin. Nothing here is inferred without a citation; missing fields are marked Unknown rather than guessed.
No sources cited yet. Admins can attach citations from the admin panel.