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Growth idea action plan

LLM connector as distribution channel

Let users access your product through ChatGPT or Claude connectors without logging in, removing all signup and context-switch friction.

legendary tactic free budget Partnerships, Referrals Stages: 10K+

Why this can grow a startup

ChatGPT and Claude are opening connectors that let users invoke your product from inside the LLM interface. This eliminates the biggest PLG friction points: signup, onboarding, and context-switching. Users get value from your product without ever visiting your website. This turns the LLM into a distribution platform where your tool is discovered at the exact moment of intent, similar to how app stores work for mobile.

Ian's take

From scaling consumer platforms across MENA and Southeast Asia, my default is to distrust growth work that only looks good in a slide. The best referral loops I have seen do not feel like campaigns. They feel like the next natural thing after someone gets value. I would look for the exact moment a user feels smart, helped, or ahead, then ask for the share there. I would run it small enough to learn quickly, then only scale the parts that real users repeat, save, reply to, or buy from. For this tactic, I would watch 500M ARR in <24 months before putting more time or budget behind it.

Action plan

  1. Define one narrow startup segment where llm connector as distribution channel can create a measurable lift.
  2. Turn the tactic into one offer, page, campaign, or workflow for the Partnerships and Referrals channel.
  3. Use the evidence from productled.com to set the first version of the message, format, and audience.
  4. Launch a small test for 7 to 14 days with one success metric: 500M ARR in <24 months.
  5. Review the result, keep the winning message, remove weak variants, and turn the learning into a repeatable growth playbook.

Source-backed example

Cursor ($500M ARR in <24 months, hit $200M before hiring first enterprise sales rep), Perplexity (instant answers with no login). Menlo Ventures reports 27% of AI app spend comes through PLG — 4x the rate of traditional SaaS.

Source: productled.com

Last checked: March 19, 2026

Want help turning this into a growth system?

If you want someone to pressure-test this against your real market, Ian works with founders on growth, market entry, and operator-led distribution.

Work with Ian on growth advisory