Insights
Notes on putting AI to work in B2B.
Practical thinking on AI agents, automation, and the GTM systems that make them reliable. Written for the founders and operators actually doing the work.

GTM systems
Attio + Clay Integration (2026): How to Build the Enrichment Stack
Clay connects natively to Attio, no Zapier in the middle. But if you have engineering help, Clay's API is the better architecture. Both builds, and what they cost.

GTM systems
Attio vs Salesforce for Startups (2026): An Honest Comparison
Attio wins for seed to Series B teams. Salesforce wins at enterprise complexity. The full comparison: data model, AI tiers, real total cost, and when each is the right call.

GTM systems
Attio vs HubSpot for Startups (2026): An Honest Comparison
Why sales-led and product-led startups pick Attio, where HubSpot still wins, and what each actually costs in year one at 5, 10 and 20 seats.

GTM systems
Attio vs Folk (2026): An Honest Comparison
Folk is the faster start; Attio is the system you graduate into. Verified 2026 pricing, seat math at 5, 10, and 20 seats, and the exact point where teams switch.

GTM systems
Attio Alternatives and Competitors (2026): When Attio Is Not the Fit
The seven CRMs worth weighing against Attio, compared at matching tiers rather than entry prices, from someone with no rival CRM to sell you

GTM systems
Attio Review (2026): An Expert Partner's Honest Take
My rating after being an Official Attio Expert Partner: 4.5/5. Where it is excellent, where it falls short, what users say, and what it actually costs.

GTM systems
Attio Pricing Explained (2026): What You'll Actually Pay
What Attio actually costs after the new July 2026 pricing, including the credit system nobody budgets for and the discount that cuts year one by 80%.

GTM systems
Attio CRM: The Complete Guide for Startups (2026)
The complete picture of Attio for startups: data model, setup order, workflows, AI, real pricing, honest limitations and how it compares.

GTM systems
Attio Reporting & Dashboards: The Complete Guide (2026)
All five Attio report types explained, with step-by-step dashboard setup, plan-by-plan limits, and a five-report sales dashboard blueprint you can copy.

GTM systems
Attio Custom Objects and Data Model Explained (2026)
Objects, attributes, records, and lists explained by an Attio Expert Partner, with a working rule for the question that trips everyone: custom object or list?

GTM systems
Attio vs Pipedrive (2026): An Honest Comparison
Attio for startups that need a flexible data model and native AI. Pipedrive for simple, linear deal-board sales. The full comparison, with verified 2026 pricing and adoption data

GTM systems
Attio Integrations (2026): What Connects and What to Use
Nearly 200 native apps, three middleware options, webhooks in both directions, and an MCP server. The full map of what connects to Attio, and the order to wire it in.

GTM systems
Attio Workflows: The Complete Guide (2026)
Attio rebuilt Workflows around AI agents in June 2026. Here is how the new builder works, what credits actually cost, six workflows worth copying, and when Zapier or n8n still make sense.

GTM systems
Attio MCP: How to Connect Claude and AI Agents to Your CRM (2026)
Attio's official MCP server puts your CRM inside Claude, ChatGPT, and Cursor. Here's how to connect it and the GTM workflows worth automating first.

GTM systems
Attio vs Affinity for VC and Deal Flow (2026)
Attio for most funds, Affinity when firm-wide relationship intelligence is your sourcing engine and budget allows. The full comparison, with verified 2026 per-seat costs.

GTM systems
Attio for VC & Deal Flow (2026): One CRM for Sourcing, Diligence, and LPs
How venture firms run deal flow, fundraising, and LP management in one Attio workspace, including the lists vs custom objects decision that shapes everything else.

GTM systems
Attio for Sales-Led Growth (SLG): How to Build a Pipeline Your Team Will Actually Use
A sales-led motion lives or dies on a pipeline your reps keep updated. Here is how to build one in Attio: structure your business first, choose deals over lists, qualify with Call Intelligence, and automate the handoffs, without the busywork that makes reps avoid the CRM.

GTM systems
Attio for Product-Led Growth (PLG): Turn Product Signals Into Pipeline
A product-led CRM has to see the product. Here is how to build a PLG motion in Attio: model workspaces and users, sync your product signals, and let workflows turn usage into product-qualified leads, the way teams like Modal do.

GTM systems
How to Migrate from HubSpot to Attio: A Step-by-Step Guide (2026)
A step-by-step guide to migrating from HubSpot to Attio with the free Import2 tool. What transfers, what doesn't, the HubSpot field mapping that trips teams up, and the two settings to change before you start so you don't end up with thousands of duplicate records.