This piece says tech sentiment can move hours before your pipeline catches it, especially when English coverage leads.
- 3h behind sounds dramatic, but it tracks with what I’ve seen: the slow part is usually “collect → normalize → dedupe → score” rather than the model itself. If Pulsebit is basically doing near‑real‑time ingestion + entity resolution for you, that’s the real value, not the sentiment label.
When you say Pulsebit is doing near‑real‑time ingestion plus entity resolution, how are they handling the “tickers vs product names vs execs” mapping as names shift and people inevitably start spamming coordinated noise at the alert keywords? honestly not sure on implementation.