01 the business
Logistics software company
40 staff, selling to shippers and carriers
Webinars, trade shows and free-trial sign-ups bring in hundreds of contacts a month with only a name and an email. Marketing sends everyone the same emails. Sales complains about lead quality and cannot tell a large shipper from a student.
02 before
The problem
Sign-ups, webinar lists and event scans arrive with a name, an email and little else. Marketing cannot tell a large prospect from a student, so everyone gets the same emails. Sales complains the leads are poor, and nobody can say which ones were worth calling.
- Most contacts have no company size, industry or role.
- Everyone gets the same nurture emails.
- Sales calls leads in the order they arrived, not by fit.
03 the build
What the AI does
- Step 1: Picks up new contacts as they arrive in HubSpot or Salesforce from forms, events and imports.
- Step 2: Looks up company details from Apollo, Clay or the company website, such as industry, size and location.
- Step 3: Reads the job title and works out the person's likely role in a buying decision.
- Step 4: Assigns each contact to the segments you define and sets the matching lifecycle stage and owner.
- Step 5: Adds them to the right Mailchimp or HubSpot nurture list, or alerts a salesperson in Slack when they match your ideal customer.
paused: waiting for a person to approve
How it was put together
- Looked up company details for each new contact from enrichment providers and the company website.
- Inferred the person's likely buying role from the job title.
- Assigned segments and lifecycle stages using rules marketing and sales agreed together.
- Added contacts to the right nurture list, and alerted sales in Slack for strong matches.
04 human in the loop
Where a person stays in charge
Marketing and sales agree the segment rules and the definition of a sales-ready lead before launch. Contacts the system cannot place with confidence go to a review list for a person to sort.
- Enrichment providers and data use follow your privacy policy and local law.
- Contacts the system cannot place with confidence go to a review list.
- Segment rules are owned by people and changed only by agreement.
05 rollout
From kickoff to live in 3 weeks
- Week 1Agree the ideal customer profile, segments and the definition of a sales-ready lead.
- Week 2Enrich last quarter's contacts and check a sample by hand.
- Week 3Switch on for new contacts and start the sales alerts.
06 after
What changes
Each contact gets messages that fit their business, and sales spends its calls on the people most likely to buy. Reports by segment become possible because the data is filled in consistently.
Assume 600 new contacts a month and 4 minutes to research and tag each one by hand.
600 × 4 minutes = 2,400 minutes, or 40 hours a month of manual research. Done automatically, only the uncertain ones need a person.
What to measure
- Share of contacts with complete key fields.
- Lead-to-meeting rate by segment.
- Time from sign-up to first sales contact for strong matches.
- Unsubscribe rate by nurture list.
07 evidence
What the research says
A survey of 4,050 sales professionals found the average seller spends about 40% of their time actually selling, and 51% of sales leaders using AI say disconnected systems are slowing their AI work.
Salesforce, State of Sales report, 2026 edition (opens in a new tab) · 2026
Gartner research put the average cost of poor data quality at $12.9 million a year per organisation.
Gartner, Data quality: why it matters and how to achieve it (opens in a new tab) · 2020
About 75% of generative AI's potential value sits in four areas: customer operations, marketing and sales, software engineering, and R&D.
08 lessons
Mistakes to avoid
- Enriching without a definition of a good lead. Agree it first.
- Over-segmenting. Five segments beat twenty that nobody writes for.
- Ignoring data protection. Know where enrichment data comes from.
09 questions
Common questions
- Which enrichment tools do you use?
- Often Apollo, Clay or similar, plus the company's own website. We choose based on your markets and privacy needs.
- Will this work with a small list?
- Yes. The rules are the same; the time saved simply grows with volume.