ai for lead qualification. a scoring and routing layer that reads every inbound lead, enriches it against your icp, checks it against your crm, and hands each rep a ranked queue. reps open the ones worth a call. the rest get held, nurtured, or dropped before anyone wastes a slot on them.
you run sales at a b2b saas. inbound is up. so is the noise. your 8 aes open every form fill, guess at fit, and lose the afternoon to leads that were never going to buy. this post is about the layer that does the reading for them.
#what does ai for lead qualification actually do?
what does ai lead qualification do?
it scores each inbound lead against your ideal customer profile, enriches it with firmographic and intent data, checks it against existing crm records, then routes it to the right rep or holding queue. reps get a ranked list instead of a raw feed, so they spend calls on leads that fit and skip the ones that don't.
three jobs, in order. score the lead against your icp. enrich it with data your rep would otherwise dig for by hand. route it to the rep, the queue, or the bin. the record stays in Salesforce or HubSpot. the enrichment runs through Apollo or Clay. we add the scoring and routing on top of what you already pay for.
#why not just hire another sdr or add a chatbot?
an sdr costs you a hire, a ramp, and a desk. a chatbot annoys the buyer and still hands the rep a raw transcript to read. the scoring layer does neither. it sits between the form and the crm, does the reading in the background, and lets your existing reps open a shorter, better list.
we are
stennir builds a scoring and routing layer on top of the sequencer and crm your team already runs, keeping lead volume in human range at 30 to 80 per rep per day.
we aren't
stennir is not a chatbot bolt-on or an autonomous outbound tool that blasts 800 leads a day and calls it pipeline.
#does this actually move the numbers?
for a series a team with 8 aes, our sales research and drafting pipeline lifted reply rate from 4% to 11% and gave back about 6 hours per rep per week. that same brief and enrichment layer is what powers the scoring and routing described here. the reps did not change. the list they opened did.
the reps stopped opening every lead. they opened the top of a ranked queue and their calendars filled with calls that fit.
#what does it plug into?
- Salesforce or HubSpot holds the record. we read and write to it, we do not replace it.
- Apollo or Clay handles enrichment. we score on top of the data they return.
- your existing sequencer keeps sending. we decide who enters it and who does not.
- volume stays human: 30 to 80 leads per rep per day, not 800.
the point is that nothing gets ripped out. this is a consultancy engagement, not a platform migration. we scope the icp with your team, wire the scoring into the stack you run, and hand you the routing rules with a governance doc that says exactly why a lead scored the way it did. more on how we scope that on the consultancy page.
#how do you keep a rep from trusting a bad score?
every score ships with its reasons. the rep sees why a lead ranked high, which icp signals fired, and which crm record it matched. no black box. if the score is wrong, the rep sees why in one glance and the rule gets tuned. we also train the team on reading and overriding scores, which is where our training side comes in for the teams that want it.
if inbound is drowning your 8 aes and hiring another sdr is not the answer you want, start with a scan of your current lead flow. book a 30-min discovery call and we will map where the qualified ones are getting buried.