Comparison
Decagon vs Breeze Customer Agent
Compare documented workflows and implementation requirements using attributed public sources. Facts last checked , the earlier of the two records. Machine-readable record.
Start with your setup
These are documented product differences and requirements. A feature list or a single customer report does not establish which agent will perform better for your team.
Deployment model
Decagon
Decagon connects agents to existing support systems through prebuilt connectors and custom API or MCP integrations. The required setup depends on the systems and actions in scope.Vendor-reported
- Source
- Integrations (Decagon)
- Checked
- History
- First published
- Correct this
- Request a correction with a public source. Claim ID
decagon-deployment
Breeze Customer Agent
The agent is a cloud service inside HubSpot and requires at least one Facebook, WhatsApp, or live chat channel connected to the HubSpot conversations inbox or help desk before it can be deployed.Vendor-reported
- Source
- Understand the customer agent — HubSpot Knowledge Base
- Checked
- History
- First published
- Correct this
- Request a correction with a public source. Claim ID
hubspot-breeze-cmp-deployment
Actions in backend systems
Decagon
APIs, custom tools and MCP connections provide access to data and actions. The integration must expose the operation the workflow requires.Vendor-reported
- Source
- Integrations (Decagon)
- Checked
- History
- First published
- Correct this
- Request a correction with a public source. Claim ID
decagon-actions
Breeze Customer Agent
HubSpot states the agent can take action in the customer's CRM in addition to answering questions, without publishing a list of the specific actions available.Vendor-reported
- Source
- AI Customer Service Agent — HubSpot
- Checked
- History
- First published
- Correct this
- Request a correction with a public source. Claim ID
hubspot-breeze-cmp-actions
Human handoff
Decagon
Documented options include chat escalation, email routing and transfer of voice calls to a human agent.Vendor-reported
- Source
- Integrations (Decagon)
- Checked
- History
- First published
- Correct this
- Request a correction with a public source. Claim ID
decagon-handoff
Breeze Customer Agent
HubSpot documents that the agent hands conversations to a human with full context when its confidence is low, when escalation rules are met, or when the visitor asks for a person.Vendor-reported
- Source
- Understand the customer agent — HubSpot Knowledge Base
- Checked
- History
- First published
- Correct this
- Request a correction with a public source. Claim ID
hubspot-breeze-cmp-handoff
Side by side
Product attributes first, then what the sources establish for each customer workflow, then the industries they place each agent in. Open any claim to see its source, the date it was checked, and how to request a correction. Two agents are rarely documented to the same depth, so read a difference between the two columns as a difference in the public record before reading it as a difference in the products.
What this agent was judged by
The independent evidence behind these states comes mainly from practitioner forums and buyer reviews.States rest on 1 independent source across practitioner forums and buyer reviews. This is not the same yardstick for every agent, and that asymmetry is a known limitation.
What this agent was judged by
The independent evidence behind these states comes mainly from analysts and trade press.States rest on 1 independent source across analysts and trade press. This is not the same yardstick for every agent, and that asymmetry is a known limitation.
| Attribute | Decagon | Breeze Customer Agent |
|---|---|---|
| Review basis | Source-based review | Source-based review |
| Deployment model | Decagon connects agents to existing support systems through prebuilt connectors and custom API or MCP integrations. The required setup depends on the systems and actions in scope.Vendor-reported
| The agent is a cloud service inside HubSpot and requires at least one Facebook, WhatsApp, or live chat channel connected to the HubSpot conversations inbox or help desk before it can be deployed.Vendor-reported
|
| Channels | Decagon’s homepage lists chat, email and voice. SMS appears in its Curology customer story; confirm whether that channel is available for your proposed deployment.Vendor-reported
| HubSpot lists live chat, email, forms, WhatsApp, Facebook Messenger, and inbound voice calls as channels the agent can handle.Vendor-reported
|
| Languages | The voice page advertises 70+ languages, automatic detection and switching. Confirm language support for each required channel and evaluate real conversations in those languages.Vendor-reported
| HubSpot states the agent is available in all HubSpot-supported languages, without publishing a specific count or list on the product page.Vendor-reported
|
| Help desk and CRM integrations | The integration page names Salesforce, Intercom and Zendesk for tickets and customer data, and Amazon Connect and RingCentral for telephony.Vendor-reported
| The agent operates within HubSpot's own conversations inbox and help desk; HubSpot's documentation describes no integration with third-party helpdesk products.Vendor-reported
|
| Knowledge sources | Decagon documents knowledge synchronization from Confluence, Contentful and Kustomer.Vendor-reported
| HubSpot states the agent draws on synced knowledge base articles, website content, CRM data, historical conversations, and unstructured sources such as PDFs and meeting transcripts.Vendor-reported
|
| Actions in backend systems | APIs, custom tools and MCP connections provide access to data and actions. The integration must expose the operation the workflow requires.Vendor-reported
| HubSpot states the agent can take action in the customer's CRM in addition to answering questions, without publishing a list of the specific actions available.Vendor-reported
|
| Human handoff | Documented options include chat escalation, email routing and transfer of voice calls to a human agent.Vendor-reported
| HubSpot documents that the agent hands conversations to a human with full context when its confidence is low, when escalation rules are met, or when the visitor asks for a person.Vendor-reported
|
| Target customer size | Decagon presents an enterprise offering and publishes customer stories for Chime, Notion and Rippling. That focus does not establish a minimum team size or exclude smaller deployments.Vendor-reported
| Access requires a HubSpot Professional or Enterprise subscription, listed at $90 and $150 per seat per month annually, with Professional including 3,000 HubSpot Credits and Enterprise 5,000.Vendor-reported
|
| Vendor-reported performance claims | Decagon reports a 65% reduction in support operating costs at Curology. This is a customer-specific vendor claim, not a resolution rate or a benchmark result; the page does not provide a common basis for cross-vendor comparison.Vendor-reported
| HubSpot advertises a 70% average resolution rate (90% for top teams), 74% more tickets closed, and an 84% higher ticket resolution rate, all figures self-reported and not independently verified.Vendor-reported
|
| Workflow evidenceBilling Illustrative scenario I was charged twice for the same order. Can you refund the extra payment? What to verify: Verify identity, inspect payment records, apply the refund policy, and confirm the payment-system result. If no authorized refund action is connected, hand off with the evidence. | Vendor-documented Illustrative evaluation: ask about a duplicate subscription charge. Verify access to the billing record, policy for credits and approvals, and whether the final action is recorded in the billing system. 1 cited claim for billing on DecagonDecagon’s technology page lists billing management, plan upgrades and account updates. It does not specify which billing operations are prebuilt for a particular payment or subscription system.Vendor-reported
| Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Workflow evidenceOrders Illustrative scenario My order has not arrived. Where is it? What to verify: Retrieve the correct order and current carrier status. Distinguish a real tracking update from an estimate; do not invent a delivery date. | Vendor-documented Illustrative evaluation: a customer requests an address change after dispatch. Check the carrier and order-system state, then distinguish an allowed update from a request that needs human help. 1 cited claim for orders on DecagonDecagon’s Curology case study lists shipment-status checks, order replacements and shipment cancellation or postponement. These are specific examples from Curology’s configured service workflows.Vendor-reported
| Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Workflow evidenceReturns Illustrative scenario I bought this 12 days ago and opened the box. Can I return it? What to verify: Check the actual return window, product exclusions, and order record. A policy answer and an executed return are different capabilities. | Vendor-documented Illustrative evaluation: return one item from a discounted bundle. Check eligibility, refund calculation, approval rules and the recorded return state. A refund request alone is not proof that a physical return was completed. 1 cited claim for returns on DecagonDecagon’s retail article describes answering return-eligibility questions and taking actions through systems such as Shopify while following company policies. It does not define a universal policy for refunds or exchanges.Vendor-reported
| Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Workflow evidenceProduct questions Illustrative scenario Does this adapter work with my exact laptop model? What to verify: Use a current, approved compatibility source. Ask for the model when missing and distinguish documented compatibility from an assumption. | Vendor-documented Illustrative evaluation: ask whether a plan includes a feature and whether that feature works in a particular integration. Check that the answer uses current product documentation and distinguishes missing information from a confirmed limitation. 1 cited claim for product questions on DecagonDecagon’s technology offering describes surfacing relevant documentation during onboarding and troubleshooting. This supports a documented product-information workflow, not a measured accuracy result.Vendor-reported
| Vendor-documented CX Today described the agent drawing on knowledge bases and CRM data (18 Feb 2025), but that coverage is descriptive rather than a test of answer quality, so it is not counted as independent support. 1 cited claim for product questions on Breeze Customer AgentHubSpot states the agent answers customer questions across email, chat, and forms using synced knowledge base articles, website content, and CRM history.Vendor-reported
|
| Workflow evidenceAccount issues Illustrative scenario I lost access to my email. Change the address on my account. What to verify: Follow the approved identity-recovery process before accessing or changing account data. Escalate when identity cannot be verified. | Vendor-documented Illustrative evaluation: a user who cannot sign in requests an email-address change. Verify identity checks, permission boundaries and escalation when verification fails. 1 cited claim for account issues on DecagonDecagon’s financial-services page lists password resets, balance inquiries and dispute workflows. Those examples require a configured identity and account-access flow; the page does not prove that a given deployment implements it correctly.Vendor-reported
| Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Workflow evidenceComplaints Illustrative scenario I have contacted you three times and the problem is still unresolved. What to verify: Recognize the repeat complaint, retain relevant history, and route it to the right team. Do not promise compensation outside the policy. | Vendor-documented Illustrative evaluation: a customer repeats an unresolved refund complaint. Check recognition of prior attempts, escalation rules and the promised follow-up. A sentiment flag alone does not resolve the issue. 1 cited claim for complaints on DecagonWatchtower documents identifying frustration and other conversation flags for team review. This is monitoring capability; the source does not demonstrate an agent completing a complaint remedy.Vendor-reported
| Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Workflow evidenceHuman handoff Illustrative scenario Please connect me to a person who can approve this exception. What to verify: Transfer to an available team with the conversation and relevant records. Outside working hours, explain the actual follow-up path rather than promise immediate contact. | External report Illustrative evaluation: request a human after an unsuccessful troubleshooting step. Check queue routing, transcript transfer, repeated questions and the offline fallback. 2 cited claims for human handoff on DecagonDecagon documents live-chat escalation, email handoff and voice transfer to human agents.Vendor-reported
Krishan Y.’s August 12, 2026 review says their team can step in when human attention is needed. This corroborates takeover in one self-reported deployment, without measuring routing accuracy or waiting time.Independent report
| Vendor-documented No independent evaluation of handoff quality or escalation accuracy was found. 1 cited claim for human handoff on Breeze Customer AgentHubSpot documents that the agent transfers a conversation to a human when its confidence is low, when escalation rules are met, when a visitor explicitly asks for a human, or when a configured handoff phrase is triggered.Vendor-reported
|
| Workflow evidenceSmall businesses Illustrative scenario A two-person support team wants to launch without a dedicated engineer. What to verify: Validate setup effort, existing help-desk support, required integrations, and ongoing maintenance. A small customer's story alone does not establish suitability for every small business. | Not established The reviewed sources do not establish suitability for every small team. Illustrative buying scenario: a two-person support team needs one channel and basic FAQ answers. Ask what setup, integration access and ongoing maintenance that scope requires. No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Caveat documented The seat minimums reported by Vendr apply to Service Hub subscriptions generally; they set the floor cost of reaching a tier where the agent is available. 2 cited claims for small businesses on Breeze Customer AgentProcurement platform Vendr lists HubSpot Service Hub Professional at $100 per seat per month with a five-seat minimum and Enterprise at $150 per seat per month with a ten-seat minimum.Independent report
HubSpot documents that Customer Agent is available only on Professional and Enterprise subscriptions, excluding businesses on HubSpot's Free and Starter tiers.Vendor-reported
|
| Workflow evidenceMid-market Illustrative scenario A growing support team needs separate queues and connected order and account systems. What to verify: Validate routing, permissions, integration ownership, and handling of each team's policies in the intended configuration. | Not established Enterprise marketing does not exclude mid-market use. Illustrative buying scenario: a growing subscription business needs account updates and refunds. Confirm the specific connectors, implementation effort and responsibility for maintaining policies. No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Workflow evidenceEnterprise Illustrative scenario A multi-brand support organization needs controlled access across regional teams. What to verify: Validate data boundaries, audit records, escalation ownership, and the specific deployment requirements. A vendor's enterprise positioning is not proof of these controls. | Vendor-documented Illustrative buying scenario: several brands share a support operation but use different policies. Evaluate permissions, policy separation, reporting and escalation under that actual structure. 1 cited claim for enterprise on DecagonDecagon publishes customer stories for companies including Chime, Notion and Rippling. These are vendor-published examples of enterprise use, not independent confirmation of every security, scale or workflow requirement.Vendor-reported
| Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Industry evidenceRetail and e-commerce | Vendor-documented Decagon publishes a retail offering describing order and return actions through systems such as Shopify. The source is the vendor's own; it names no retailer and reports no outcome. 1 cited claim for retail and e-commerce on DecagonDecagon’s retail article describes answering return-eligibility questions and taking actions through systems such as Shopify while following company policies. It does not define a universal policy for refunds or exchanges.Vendor-reported
| Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Industry evidenceFinancial services | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Industry evidenceTelecommunications | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Industry evidenceTravel and hospitality | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Industry evidenceHealthcare | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Industry evidencePublic sector and education | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Industry evidenceLogistics and delivery | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Channels | ||
| Web and in-app chat | Vendor-documented Decagon’s homepage lists chat, email and voice. SMS appears in its Curology customer story; confirm whether that channel is available for your proposed deployment. 1 cited claim for web and in-app chat on DecagonDecagon’s homepage lists chat, email and voice. SMS appears in its Curology customer story; confirm whether that channel is available for your proposed deployment.Vendor-reported
| Vendor-documented HubSpot lists live chat, email, forms, WhatsApp, Facebook Messenger, and inbound voice calls as channels the agent can handle. 1 cited claim for web and in-app chat on Breeze Customer AgentHubSpot lists live chat, email, forms, WhatsApp, Facebook Messenger, and inbound voice calls as channels the agent can handle.Vendor-reported
|
| Vendor-documented Decagon’s homepage lists chat, email and voice. SMS appears in its Curology customer story; confirm whether that channel is available for your proposed deployment. 1 cited claim for email on DecagonDecagon’s homepage lists chat, email and voice. SMS appears in its Curology customer story; confirm whether that channel is available for your proposed deployment.Vendor-reported
| Vendor-documented HubSpot lists live chat, email, forms, WhatsApp, Facebook Messenger, and inbound voice calls as channels the agent can handle. 1 cited claim for email on Breeze Customer AgentHubSpot lists live chat, email, forms, WhatsApp, Facebook Messenger, and inbound voice calls as channels the agent can handle.Vendor-reported
| |
| Voice and phone | Vendor-documented Decagon’s homepage lists chat, email and voice. SMS appears in its Curology customer story; confirm whether that channel is available for your proposed deployment. 1 cited claim for voice and phone on DecagonDecagon’s homepage lists chat, email and voice. SMS appears in its Curology customer story; confirm whether that channel is available for your proposed deployment.Vendor-reported
| Vendor-documented HubSpot lists live chat, email, forms, WhatsApp, Facebook Messenger, and inbound voice calls as channels the agent can handle. 1 cited claim for voice and phone on Breeze Customer AgentHubSpot lists live chat, email, forms, WhatsApp, Facebook Messenger, and inbound voice calls as channels the agent can handle.Vendor-reported
|
| SMS | Vendor-documented Decagon’s homepage lists chat, email and voice. SMS appears in its Curology customer story; confirm whether that channel is available for your proposed deployment. 1 cited claim for sms on DecagonDecagon’s homepage lists chat, email and voice. SMS appears in its Curology customer story; confirm whether that channel is available for your proposed deployment.Vendor-reported
| Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Vendor-documented HubSpot lists live chat, email, forms, WhatsApp, Facebook Messenger, and inbound voice calls as channels the agent can handle. 1 cited claim for whatsapp on Breeze Customer AgentHubSpot lists live chat, email, forms, WhatsApp, Facebook Messenger, and inbound voice calls as channels the agent can handle.Vendor-reported
| |
| Social messaging | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Vendor-documented HubSpot lists live chat, email, forms, WhatsApp, Facebook Messenger, and inbound voice calls as channels the agent can handle. 1 cited claim for social messaging on Breeze Customer AgentHubSpot lists live chat, email, forms, WhatsApp, Facebook Messenger, and inbound voice calls as channels the agent can handle.Vendor-reported
|
| Help desks | ||
| Zendesk | Vendor-documented The integration page names Salesforce, Intercom and Zendesk for tickets and customer data, and Amazon Connect and RingCentral for telephony. 1 cited claim for zendesk on DecagonThe integration page names Salesforce, Intercom and Zendesk for tickets and customer data, and Amazon Connect and RingCentral for telephony.Vendor-reported
| Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Salesforce | Vendor-documented The integration page names Salesforce, Intercom and Zendesk for tickets and customer data, and Amazon Connect and RingCentral for telephony. 1 cited claim for salesforce on DecagonThe integration page names Salesforce, Intercom and Zendesk for tickets and customer data, and Amazon Connect and RingCentral for telephony.Vendor-reported
| Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| ServiceNow | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Freshdesk | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Intercom | Vendor-documented The integration page names Salesforce, Intercom and Zendesk for tickets and customer data, and Amazon Connect and RingCentral for telephony. 1 cited claim for intercom on DecagonThe integration page names Salesforce, Intercom and Zendesk for tickets and customer data, and Amazon Connect and RingCentral for telephony.Vendor-reported
| Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| HubSpot | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Vendor-documented The agent operates within HubSpot's own conversations inbox and help desk; HubSpot's documentation describes no integration with third-party helpdesk products. 1 cited claim for hubspot on Breeze Customer AgentThe agent operates within HubSpot's own conversations inbox and help desk; HubSpot's documentation describes no integration with third-party helpdesk products.Vendor-reported
|
| Kustomer | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Gorgias | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Gladly | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Help Scout | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Front | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
| Microsoft Dynamics 365 | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. | Not established No supporting source is recorded here. Validate it with the vendor; absence of evidence does not establish a missing capability. |
Change history
Open the changelogEvery change to this record is in the public changelog, with what it changed and why.
· Structure
Channels and help desks become evidence rows, and records gain bylines
Decagon: 7 evidence states moved
- Channel · Web and in-app chatNot established→Vendor-documented
- Channel · EmailNot established→Vendor-documented
- Channel · Voice and phoneNot established→Vendor-documented
- Channel · SMSNot established→Vendor-documented
- Help desk · ZendeskNot established→Vendor-documented
- Help desk · SalesforceNot established→Vendor-documented
- Help desk · IntercomNot established→Vendor-documented
Breeze Customer Agent: 6 evidence states moved
- Channel · Web and in-app chatNot established→Vendor-documented
- Channel · EmailNot established→Vendor-documented
- Channel · Voice and phoneNot established→Vendor-documented
- Channel · WhatsAppNot established→Vendor-documented
- Channel · Social messagingNot established→Vendor-documented
- Help desk · HubSpotNot established→Vendor-documented
· Catalog
Launch: 22 AI customer service agents and 532 claims, every one sourced and dated
Decagon: Added to the catalog with 26 claims and 9 rows with evidence.
Breeze Customer Agent: Added to the catalog with 22 claims and 3 rows with evidence.
Recorded before launch
Notes the profile carried when it went live, from research before launch.
Decagon: Added editorial product positioning with its scope, rationale, and vendor source. Source
Decagon: Rechecked public sources and added the Curology order-workflow example. Scoped customer reports, removed unsupported business-size exclusions and relayed marketing treated as independent evidence, and added evaluation examples for every use case.