If I have want to help you in your roadmap- specifically around Find Companies, how can I contribute?
What about quality of results? Are you measuring that too? Did you do so for the traditional reference practice? Using what sort of methodology? How did it your technique compare in quality? What kind of errors was it most likely to make? What techniques have you devised for spotting those errors? Are they the same kind of errors that users would experience when outsourcing? Are the errors easier or harder to spot for one than the other? Are they faster to remediate with one?
I see a clever concept but given the state of LLM's and the nature of how they work, I don't know that nominal cost and speed differences are really enough to sell on. Not for something "crucial to big business decisions." I'd want to know that my failure/miss rate is no worse than when outsourcing and that my net cost and time (including error identification and recovery) still end up ahead. I don't see either of those vital issues touched upon here.
Our method of evaluating quality is not super systematic right now. For this competitive landscape task, we have a "test suite" of ~10 companies and for each we have a sort of "must-include", "should-include", "could-include" set of competitors that should be surfaced. We run these through our tool and others and look at precision and recall on the competitor sets.
In terms of errors, right now our results are a little noisy, since we're biased towards being exhaustive vs selective. There are obviously irrelevant companies in the results that no human would have ever included. Our users can fairly easily filter these out by reading the one sentence overviews of the companies but it's still not a great UX. Actively working on this.
I've heard a few investor types say something like "You know what's surprisingly fun? Popping an edible and making market maps"
Here is an example output: https://meticulate.ai/workflow/3b3fe891f16fc437acca87c0
It was really nice to go away for a few minutes and come back to this. Output is not perfect, but I wouldn't expect it to be at this stage.
I assume slide deck output is on the way?