Nikhat I.

Anastasia C. loved the explanation. This indeed is very helpful. Thank you!

This is really helpful, Anastasia C.. Flipping from contact-first to account-first is such a clean shift. Centralizing intent + enrichment upstream makes a lot of sense. Otherwise you’re basically asking SDRs to be the integration layer between systems. Standardizing “sales-ready” at the account level feels like the real unlock because it turns routing into a rules problem, not a judgment call. Curious, how did you define the intent threshold? Was it purely score-based, or did you require specific combinations of signals before an account could cross into sales-ready? Love this approach.

Simpler workflows usually mean fewer failure points. In more complex setups, the issues usually show up when multiple enrichment sources are layered in or when routing logic depends on confidence scores that aren’t very transparent. For enrichment specifically, I’ve seen teams combine something like Clearbit/ZoomInfo/Apollo for firmographics + LinkedIn scraping + first-party product or web signals, all flowing into the CRM. The real challenge isn’t the tool though — it’s defining what “enough data” means before intent is allowed to trigger action. Are you enriching at account level only, or contact + account together?

The workflow you described is the ideal state. What I meant by “SDRs manually reconcile” is what often happens after enrichment. The system adds firmographics and intent signals, but reps still end up checking LinkedIn, scanning recent news, looking at product usage, or validating whether the account actually fits the ICP before reaching out. So the data is technically there, but trust isn’t fully there. The rep ends up doing a quick manual sense-check to avoid bad outreach. In a mature setup, enrichment + clear definitions + trigger logic should reduce that manual step a lot. In practice, many teams are somewhere in between. Curious how automated your current process actually feels day to day.

Here is the GTM report

That’s a fair point Tony W.. No model or plan really works if it ignores the human side of selling. Buyers still respond to how well sellers understand their problem, ask the right questions, and guide the conversation. When forecasts or targets don’t account for where sellers actually are in terms of skill and support, the gap shows up quickly. Data can point to issues, but improvement still has to happen person-to-person.