Source
Training Data — Suno's Mikey Shulman: Everyone Can Make Music Now (May 13, 2026) ·
at 27:22 ▸
When this applies
when a well-resourced competitor can eventually match your underlying model/technology, shift competitive investment toward product experience rather than relying on model superiority alone
The takeaway
In markets where a deep-pocketed competitor can match your core technology given enough spend, build durable advantage through product experience and delight rather than model capability alone.
Why it works
Well-capitalized competitors can out-invest in raw model capability over time, eroding a pure-model advantage, whereas product/UX quality compounds via culture, taste, and iteration that's harder to directly copy.
One level up
Where technical capability is catchable by capital, shift the locus of competitive advantage to execution and experience, which is harder to buy.
Where it stops holding
This stops working when the underlying model capability gap is so large or defensible (e.g., proprietary data/algorithms) that competitors genuinely cannot catch up regardless of spend.
Detail
rule: Don't over-rely on model quality as moat; invest heavily in UX/product delight.
threshold: A deep-pocketed competitor (e.g., Google) 'will outspend us seven days a week and can probably catch up on the model side.'
rationale: The average consumer won't tolerate rough edges since they're paying for fun, not work, so product polish matters more in consumer AI than in enterprise.
In their words
It's unclear how much moat exists in only a model. And it's like, I'll just say it, like Google has started to build music models. And while ours are way better today, they're Google and they'll outspend us seven days a week and they can probably catch up on the model side.