@vivoplt True but what's the alternative?
Spend $$$ training your own model on a problem that may not even have customers?
I think it's a good way to validate a solution before overcommitting
@breallstrong The Tier 2 jump is underrated. Most people stay at Tier 1 forever because building context feels like wasted time. What does Tier 2 look like for you in practice: context docs, custom instructions, MCP tools?
Had an audit call with a new client last week. They came in wanting automations.
Looked at their setup and the real issue was underneath: data scattered across tools that don't talk to each other.
It's holding together now because they're small and someone's manually keeping track, but that breaks the moment they grow.
Ended up reshaping the project: a couple of automations for quick wins, but most of the work is fixing the data architecture first. Otherwise we'd just be automating on top of a mess.
Before you build any AI solution, restructure the data it's pulling from. Most projects die here.
People point a model at their Notion, Google Drive, and Airtable, get garbage outputs, and blame the model.
What actually works: spend the first week in the data.
Consolidate sources. Kill outdated docs. Add the context the needed to reason well β who does this apply to, what problem does it fix, what area is it relevant to.
Fix the groundwork first.
@maxwellcopy How do you picture the manager interacting with them?
One interface that lets them sequence jobs from a single spot, or a dedicated interface per area that goes deep on that domain? (design, strat, etc)
The difference between a useful AI agent and another generic chatbot is what's behind it.
Designing a lead qualification agent for a client right now. We could just give it a script in its system prompt and let it run.
Instead we structured their databases first so it has rich data to pull from, now the agent will be plugged into their live data, documentation, and lead conversation history.
Will help qualify leads 24/7 when they're not online, follow their SOPs, and remember every conversation per lead