Artificial intelligence is everywhere right now. Marketing teams are generating content faster than ever, sales teams are automating outreach, and support teams are deploying AI chatbots to handle customer inquiries.
Yet despite widespread adoption, many companies are still struggling to see real results from AI.
More content is being created. More emails are being sent. More research is happening.
But pipeline isn’t growing the way teams expected. Conversion rates aren’t improving dramatically. Customer support tickets aren’t resolving significantly faster.
So what’s missing?
According to HubSpot’s Miranda Tanner, the biggest gap in today’s AI tools isn’t capability — it’s context.
At the Profoundly Annual Kickoff 2026, Miranda shared how HubSpot AI, powered by Breeze, is designed to solve this problem by embedding AI directly into the customer platform and using real business context to drive meaningful outcomes.
In this guide, we’ll explore:
Many organizations have adopted AI tools over the past two years.
However, the experience for many teams has been underwhelming.
AI promised personalized campaigns at scale.
What many marketers got instead was generic content — often referred to as “AI slop” — content that sounds like everything else online.
Sales teams expected personalized outreach at scale.
Instead, they received generic templates like:
“I noticed your company does [insert company activity here].”
These messages lack relevance and rarely convert.
Customer support promised 24/7 AI assistance that feels human.
Instead, customers often encounter rigid chatbot flows that feel robotic and unhelpful.
Across marketing, sales, and service, the story is the same.
AI is generating outputs — but not outcomes.
The reason most AI tools struggle is simple.
They lack context.
Context is what separates generic automation from intelligent decision-making.
In a business environment, context comes from three key sources.
Great teams understand their audience deeply.
They know:
Generic AI tools lack this understanding.
Experienced sales reps and marketers recognize patterns.
They know:
These insights are built from years of experience and data.
Organizations build knowledge over time.
For example:
This knowledge often lives across systems — or inside employees’ heads.
Most AI tools cannot access this information.
Without context, teams are forced to manually feed AI tools the information they need.
This leads to what many operators jokingly call the “copy-paste Olympics.”
Users constantly:
Instead of AI saving time, teams end up spending time teaching AI how their business works.
This is the opposite of what AI should do.
HubSpot built Breeze AI specifically to solve the context problem.
Rather than adding AI as a bolt-on feature, HubSpot rebuilt its platform so that AI is native to the entire system.
Breeze runs on:
This allows AI to access the full customer journey across marketing, sales, and service.
The result is AI that understands your real customer context.
Breeze operates through two main categories of AI functionality.
Breeze Assistant helps users complete everyday tasks faster by leveraging their real HubSpot data.
Examples include:
Instead of generic responses, Breeze Assistant pulls information directly from your customer data.
For example, when preparing for a sales call, Breeze can instantly summarize:
Tasks that previously took 30–40 minutes can now take just minutes.
Breeze also includes AI agents designed to automate entire workflows.
These agents function like AI teammates within HubSpot.
Handles routine support questions automatically, allowing support teams to focus on complex customer conversations.
Identifies buying signals and drafts outreach before sales reps start their day.
Maintains CRM quality by capturing insights and identifying missing or incorrect data.
As teams continue to use HubSpot, these agents improve because the underlying customer data grows richer.
The real power of HubSpot AI comes from its unified customer platform.
Most AI tools only see fragments of business data.
For example:
When these systems are disconnected, AI cannot understand the full customer journey.
HubSpot brings these data sources together into a single platform.
This enables AI to connect insights across:
The result is AI that understands how your business actually operates.
According to HubSpot’s 2025 ROI report, organizations using Breeze AI are already seeing measurable improvements.
Within six months of adopting AI:
Teams using Breeze report:
These results show that AI can drive meaningful outcomes when it’s grounded in real business context.
The good news is that most companies already have the foundation needed to start using AI effectively.
If your team uses HubSpot, your customer context already exists in the platform.
To begin:
HubSpot also provides several resources to help teams get started:
These tools help teams adopt AI gradually without requiring a massive transformation project.
AI adoption is still early.
Many organizations are experimenting with prompts and isolated tools.
But the real transformation will happen when AI becomes embedded into revenue operations systems.
When AI has access to full customer context, it becomes far more than a content generator.
It becomes a revenue engine.
That’s the direction HubSpot is building toward with Breeze AI.
HubSpot Breeze is HubSpot’s AI platform designed to help marketing, sales, and service teams work more efficiently by using AI powered by real customer data from the HubSpot CRM.
Most AI tools rely on generic internet data. Breeze AI is trained on your HubSpot customer data, enabling it to deliver insights and recommendations specific to your business.
Breeze AI agents are autonomous AI tools within HubSpot that automate tasks such as customer support responses, prospect research, and CRM data management.
AI improves CRM workflows by automating repetitive tasks, identifying insights in customer data, prioritizing leads, and generating recommendations based on historical patterns.
Yes. HubSpot AI can help sales teams prioritize leads, prepare for calls faster, draft personalized outreach, and identify buying signals, helping reps close deals more efficiently.
Yes. Breeze AI features are already available within HubSpot and can be accessed through tools like Breeze Assistant, AI-powered workflows, and AI agents across the HubSpot platform.