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How to Build an AI Sales Assistant Across Salesforce, HubSpot, and Slack with a Unified API


October 21, 2025

AI sales assistants are transforming how teams engage prospects and manage pipeline. But behind every 'AI rep' is a tangle of integrations — CRM, email, chat, calendar, enrichment, and AI model connections — that are complex to build and maintain.

Unified.to streamlines this by providing a single API for ingesting customer data, conversing across channels, scheduling meetings, and updating CRM records. Your product can qualify leads, answer questions, and create opportunities — without building per-vendor connectors or syncing data manually.

When to Use an AI Sales Assistant

With a unified API, you can:

  • Qualify inbound leads or run outbound sequences autonomously.
  • Answer account or product questions using live connected data.
  • Capture notes, next steps, and meeting details automatically after each interaction.
  • Create or update CRM records like Deals, Tasks, and Events directly from conversations.

Unified Objects & Key Entities

Unified.to normalizes the data models required to power conversational sales workflows:

DomainObjectPurpose
CRMCompany / Account, Contact, Deal / Opportunity, Event / Note / TaskRead customer and pipeline context, write back summaries and actions, or create new deals.
MessagingThread, Message, AttachmentConverse with customers or ingest past message history for context.
CalendarEventBook meetings, demos, or callbacks with attendees automatically.
Enrichment (optional)Enrichment Request / ResultAppend firmographic or contact context to improve routing and qualification.
GenAIPrompt / ResponseGenerate responses, summarize conversations, and plan next steps.

Supported Channels & Systems

Unified.to connects the entire sales engagement stack through one API surface:

  • CRM (38+ integrations): Salesforce, HubSpot, Pipedrive, Zoho CRM, Close, Copper, and others.
    Explore CRM integrations
  • Messaging (12+ integrations): Gmail, Outlook, Slack, Microsoft Teams, and other communication channels for real-time conversations and thread ingestion.
    Explore Messaging integrations
  • Calendar (19+ integrations): Google Calendar, Microsoft Outlook/Teams, and additional meeting systems for booking demos, follow-ups, and reminders.
    Explore Calendar integrations
  • GenAI (11+ model providers): Unified GenAI supports OpenAI (GPT-4/3.5), Anthropic Claude, Google Gemini, Mistral, Groq, and others for conversation generation, summarization, and reasoning.
    Explore GenAI integrations

Data Flow for an AI Sales Assistant

  1. Connect — The customer authorizes CRM, messaging, calendar, and GenAI providers via Unified Connect. Each returns a connection_id for secure, real-time access.
  2. Ingest Context — Unified fetches recent CRM records, messages, and conversation history so the assistant has complete context before replying.
  3. Engage — The AI assistant responds natively via connected messaging channels (email, Slack, Teams), referencing CRM and enrichment data as needed.
  4. Sync Results — Unified writes summaries, action items, and next steps back to the CRM as Notes, Tasks, or Events — optionally creating or advancing Deals.
  5. Schedule Meetings — The assistant offers calendar slots, creates events, and sends meeting invites using Unified's Calendar API.
  6. Stay Updated — Unified's webhooks keep CRM and messaging state in sync, ensuring conversations, deals, and follow-ups are always current.

This flow creates a continuous loop between customer communication, CRM data, and AI reasoning — all managed through a single integration layer.

Why Product Teams Choose Unified.to

For PMs and engineers building conversational sales or GTM automation tools:

  • Build once, connect everywhere — one API handles CRM, messaging, calendar, and AI.
  • Consistent data model — normalized schemas simplify logic for deals, messages, and follow-ups.
  • Real-time sync — webhook-driven updates keep CRM records and AI context current.
  • AI-ready foundation — plug in any GenAI model through Unified GenAI without re-architecting.

Deliver AI sales experiences that qualify, engage, and convert — powered by live data, not static syncs.

Start your free 30-day trial or book a demo to see how Unified.to accelerates AI-driven sales development.

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