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Case study · M-Line

How an AI rep re-engaged a carpenter database and yielded 47 leads in 14 days.

Czech family manufacturer M-Line produces custom sliding wardrobe doors. Thousands of past carpenter contacts sat dormant in their CRM. The AI sales rep in warm-up mode contacted them over SMS, achieving a 30% response rate.

Sliding door manufacturing · Dormant database warm-up · Live in 3 weeks

Results in the first 14 days
47 hot leads booked requesting pricing or meetings30% response rate from previously dormant contacts18% conversion rate from finished chats into pipeline
Campaign conversion funnel

From 263 contacted carpenters to 47 qualified sales opportunities.

Pilot campaign re-engagement results directly from the company pipeline.

Conversion rate

30% of craftsmen responded to the message and 18% of completed chats became qualified leads.

  1. Total contacts reached263
    30% response rate
  2. Completed two-way dialogues120
    39% showed interest
  3. Booked hot sales leads47
Delivered enquiries & slots
47Delivered enquiries & slots
Response rate from dormant base
30 %Response rate from dormant base
Conversion rate to deal
18 %Conversion rate to deal
Time from kickoff to go-live
3 týdnyTime from kickoff to go-live

Data from M-Line pilot phase. All contacts sourced from internal database of past customers.

Where it started

Thousands of carpenter contacts sat idle in CRM.

Cabinetmakers save time by sourcing sliding doors ready-made from M-Line. The firm had thousands of past contacts, but reps lacked time for systematic follow-up.

01
Idle records in CRM

Years of operations accumulated thousands of carpenter contacts. Daily routine left zero bandwidth for systematic re-engagement.

02
Human cold calling bottleneck

Phoning hundreds of artisans to ask about upcoming projects is exhausting and inefficient for senior reps.

03
Need for authentic craft dialogue

Woodworkers discard generic marketing blasts. They needed personal, respectful SMS follow-ups that sounded like a colleague.

04
Cost of inaction: lost recurring orders

Uncontacted craftsmen default to competitor suppliers or manufacture doors manually, bleeding repeat revenue.

Implementation rollout

Live in 3 weeks with an authentic tone craftsmen respected.

AI sales rep Simona operated strictly with M-Line internal data. The conversation felt so authentic that even company IT staff could not tell it apart from human outreach.

Swift 3-week rollout

From kickoff to first live SMS took 3 weeks. Client technical configuration required just 3 days of collaborative effort.

Down-to-earth tone

Tailored for tradesmen: concise, functional SMS messages without marketing fluff or aggressive sales pushes.

47 hot deals delivered

Sales reps received 47 pre-qualified prospects specifying dimensions and profiles, ready for immediate quote closing.

In the client’s words

M-Line owner review.

It works exactly as I envisioned and promised. The AI rep sounds so natural that even our IT specialist could not tell. Several customers visiting our facility even asked to meet the assistant in person.

P
Pavel Žůrek
Owner, M-Line

Have hundreds of dormant customer contacts in your CRM?

See how an AI rep wakes up your past customer database and brings deals back to life in 14 days.