Stack 02 / Data

Business data & reporting

Pull numbers from the systems you already use into one place an agent can analyze and explain.

Independent reviews. IonBin has no partnerships with the tools on this page and was not paid for these listings. Our evaluations are our own, based on public documentation and our research. Product names are trademarks of their owners and are used for identification only. How disclosure works.

Short answer

Keep raw numbers in the systems that create them (CRM, payments, search), use an automation hub to copy them into one spreadsheet on a schedule, and let an AI assistant read that sheet to write the weekly summary. Start with three metrics, not thirty.

The stack · editorial pick

7 tools, one job

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Agent

Claude

Reads the sheet, spots changes and writes the plain-English summary.

Agent platform API/CLIBulk import
Data source

Stripe

Revenue, subscriptions and refunds.

MCPAPI/CLIBulk import
Automation

n8n

Scheduled pulls from each source into one sheet; self-hostable.

Automation hub MCPAPI/CLIBulk import
Output

Notion

Weekly report page the team actually opens.

MCPAPI/CLIBulk import
Product data

PostHog

Product analytics, replays and experiments, queryable by an agent through PostHog's official MCP server.

MCPAPI/CLIBulk import
Why these work together

An automation hub does the dull copying on a schedule, and the agent only reads one clean table. That keeps numbers consistent and makes the agent's summary easy to check against the sheet.

Connection methods are computed from each tool's recorded compatibility. "Manual" means no confirmed direct path yet.

How data flows
  1. HubSpot (free CRM)→n8n Deals and stages
    HubSpot (free CRM) API → n8n
  2. Stripe→n8n Payments and MRR
    Stripe API → n8n
  3. n8n→Google Workspace (Gmail, Drive, Sheets) Rows appended to a reporting sheet
    n8n → Google Workspace (Gmail, Drive, Sheets) API
  4. Google Workspace (Gmail, Drive, Sheets)→Claude Sheet read for analysis
    MCP (Google Workspace (Gmail, Drive, Sheets) server)
  5. Claude→Notion Weekly report page
    MCP (Notion server)
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Workflows

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Wiki

Learn the pieces

Needs, questions, models and concepts behind this stack.

Swap-ins

Also works for this job

Alternatives for one role in the stack.

Gemini (Google)

AI assistant

Google's AI assistant, free with a Google Account, with Deep Research, Canvas, Gems and file analysis. Paid Google AI plans add higher limits and Gemini inside Gmail, Docs and Vids.

Agent platform API/CLIBulk import
Used by IonBin’s founder SOPs

Google's free tool for seeing how your site is indexed and which queries bring visitors from Google Search. It has an official API and a daily bulk export to BigQuery; Google has not documented an official MCP server.

API/CLIBulk import
Used by IonBin’s founder Research

ChatGPT

AI assistant

OpenAI's general-purpose AI assistant for drafting, analysis and research, with file uploads, deep research and image creation. Paid plans add Projects, scheduled tasks, custom GPTs and more Codex usage; MCP tools connect through plugins.

Agent platform API/CLIBulk import
Content

FactSet

Financial data

Institutional financial data (fundamentals, estimates, prices, ownership, M&A, transcripts) with an official MCP server for AI agents. Built for finance teams with a FactSet subscription.

MCPAPI/CLI
Research

Make

Workflow automation

Visual builder for multi-step automation scenarios across apps, billed in credits. A hosted MCP server lets AI clients such as Claude and ChatGPT run scenarios, and scenarios can be exported and imported as JSON blueprints.

Automation hub MCPAPI/CLIBulk import
Ops

Compare at a glance

RoleToolAgent compatibilityPricingUsed by IonBin’s founder
AgentClaude Agent platform API/CLIBulk import freemium · $0; Pro $20/month billed monthly ($17/month billed annually) (checked Oct 17, 2026)—
Data sourceHubSpot (free CRM) MCPAPI/CLIBulk import freemium · $0 for up to 2 users; Starter is paid per seat (limited-time offers shown; see vendor) (checked Oct 17, 2026)Yes
Data sourceStripe MCPAPI/CLIBulk import paid · 2.9% + 30¢ per successful domestic card transaction; no monthly fee (checked Oct 17, 2026)Yes
Automationn8n Automation hub MCPAPI/CLIBulk import freemium · Free self-hosted Community Edition; Cloud Starter 20€/month billed annually (checked Oct 17, 2026)—
Data hubGoogle Workspace (Gmail, Drive, Sheets) MCPAPI/CLIBulk import paid · Business Starter $7, Standard $14, Plus $22 per user/month on the Annual plan; 14-day trial (checked Oct 17, 2026)Yes
OutputNotion MCPAPI/CLIBulk import freemium · $0; Plus $10, Business $20 per member/month (checked Oct 17, 2026)Yes
Product dataPostHog MCPAPI/CLIBulk import freemium · $0 (monthly free tier, e.g. 1M analytics events; usage-based after) (checked Oct 17, 2026)—