Breeze Customer Agent vs DeepSeek V3

Breeze Customer Agent and DeepSeek V3 are both large language models tracked by AIDiveForge. Below is a side-by-side comparison of pricing, capabilities, platforms, and ownership — sourced from each tool's live website and verified before publishing.

Breeze Customer Agent

An AI customer service agent within HubSpot that automates conversation handling and ticket resolution across multiple channels.

DeepSeek V3

A fast, chat-based, Mixture-of-Experts (MoE) model from DeepSeek.

Attribute	Breeze Customer Agent	DeepSeek V3
Pricing	Paid	Paid
Price	$0.50 per resolved conversation (outcome-based); requires Professional ($800/mo+) or Enterprise ($3,600/mo+) subscription	$0.14 per million input tokens and $0.28 per million output tokens
Free trial	28 days	No
Open source	No	Yes
Has API	Yes	Yes
Self-hosted option	No	Yes
Platforms	Web, SaaS (cloud-only within HubSpot platform)	Hugging Face, GitHub, DeepSeek API, multiple cloud providers (Cerebras, DeepInfra, Together, OpenRouter, Fireworks, Hyperbolic, SambaNova)
Languages	All HubSpot-supported languages	Supports multiple languages, allowing input and output in several languages
Released	2024-09	2024-12-26
Pros	Integrated directly into HubSpot CRM with full customer context access Outcome-based pricing ($0.50 per resolved conversation) reduces financial risk Operates autonomously across multiple channels with human guardrails and escalation Learns from company-specific knowledge (websites, PDFs, knowledge bases, CRM data) Achieves high resolution rates (60-70% of conversations) with 39% faster resolution vs. manual handling	Cost-effective at $0.27 per million input tokens and $1.10 per million output tokens Fast throughput at approximately 60 tokens per second, 3x faster than DeepSeek-V2 Fully open-source weights available under MIT License for local deployment Performance comparable to GPT-4 and Claude 3.5 Sonnet Outperforms other open-source models across multiple benchmarks
Cons	Requires Professional or Enterprise HubSpot subscription; no access on Free or Starter plans Mandatory onboarding fees ($3,000 Professional, $7,000 Enterprise) on top of subscription Shared credit pool with other Breeze agents can create competition for budget across teams	Context window significantly smaller than some competitors Does not support tool calling (functions) Does not support vision capabilities

Bottom line

DeepSeek V3 is open source. Choose based on which difference matters most for your workflow.

Comparison data is sourced and verified by the AIDiveForge data pipeline. AIDiveForge is editorially independent.