1. Analysis Setup
Data source
[12 customer interviews from discovery and success calls]
Date range
[January 8, 2026 – February 19, 2026]
Analyst name
[Jordan Lee, Product Research]
Research question this analysis answers
[What triggers customers to switch, what jobs are they hiring the product to do, and what signals indicate they are successful after onboarding?]
2. Step 1 — Code Your Excerpts
Excerpt 1
"We didn't wake up one day wanting a new tool. What happened was our VP asked for a clean pipeline review every Monday, and by the third week we were still stitching numbers together in Sheets on Sunday night. That was kind of the moment where everyone said, okay, this is dumb, we need to replace this."
switching trigger
workaround behavior
Excerpt 2
"Honestly, the job isn't just 'take notes.' I need to walk out of a customer call with next steps, risks, and something I can drop into Salesforce without rewriting the whole conversation from scratch."
job-to-be-done
success metric
Excerpt 3
"Before this, our CSMs had their own templates, sales had a different one, and support was basically pasting call snippets into Slack. So even when we were talking to the same account, we weren't actually looking at the same story."
team dynamics
workaround behavior
Excerpt 4
"The old platform technically worked, but every search felt like archaeology. I'd type in a customer name and get twelve half-matches, no context, no timeline. People just stopped trusting it, which is worse than not having it."
current tool frustration
Excerpt 5
"Our COO cared way less about fancy AI features than I expected. Her thing was, can the reps use it without another week of training, and can managers pull patterns across calls without asking RevOps for a custom report every time?"
decision criteria
team dynamics
Excerpt 6
"The biggest sign it's working is pretty simple: new reps ramp faster. If they can listen to five good calls, see what objections came up, and not ping their manager every ten minutes, that's real value for us."
success metric
job-to-be-done
Excerpt 7
"We were doing this ridiculous thing where after every renewal call, someone would listen back at 1.5x speed and manually tag 'risk' or 'expansion' in a spreadsheet. It was nobody's actual job, but if we skipped it, leadership felt blind."
workaround behavior
current tool frustration
switching trigger
Excerpt 8
"Procurement definitely asked about price, but internally the deciding factor was whether success, sales, and product could all pull clips from the same customer conversation. If one team had the insight and the others couldn't use it, we knew adoption would die."
decision criteria
team dynamics
Tip: A good code is specific enough to capture what is meaningfully happening in the quote, but broad enough that you can reuse it across multiple excerpts without rewriting a new label every time.
3. Step 2 — Group Codes into Themes
Why They Switched
Customers switched when manual reporting, low trust in existing systems, or leadership visibility gaps became too painful to ignore.
switching trigger · 2 excerpts
current tool frustration · 2 excerpts
Core Jobs to Be Done
The product is hired to turn conversations into usable follow-up, shared context, and faster execution across the team.
job-to-be-done · 2 excerpts
success metric · 2 excerpts
Current Workflow Pain
Teams described fragmented, manual workflows that created duplicated effort, inconsistent records, and poor visibility.
workaround behavior · 3 excerpts
current tool frustration · 2 excerpts
team dynamics · 3 excerpts
Buying Decision Factors
Decision-makers evaluated solutions based on ease of adoption, cross-functional usefulness, and reporting access more than feature novelty alone.
decision criteria · 2 excerpts
team dynamics · 3 excerpts
Success Indicators
Customers define success in operational terms: faster ramp, clearer follow-up, and less dependence on managers or manual synthesis.
success metric · 2 excerpts
job-to-be-done · 2 excerpts
Tip: Themes should answer a higher-level question than codes do. If codes label what is happening in an excerpt, themes explain the broader pattern across many excerpts.
4. Theme Summary Cards
Why They Switched · 4 total excerpts
Key insight: Switching usually happened when existing manual workarounds became visible to leadership and could no longer scale.
Representative quote: "By the third week we were still stitching numbers together in Sheets on Sunday night... okay, this is dumb, we need to replace this."
Recommended action: Emphasize trigger moments in messaging and onboarding—especially manual reporting burden, trust breakdown, and leadership visibility pain.
Core Jobs to Be Done · 4 total excerpts
Key insight: Customers want interview and call data transformed into practical outputs they can use immediately, not just stored or summarized.
Representative quote: "I need to walk out of a customer call with next steps, risks, and something I can drop into Salesforce without rewriting the whole conversation."
Recommended action: Prioritize workflows that turn raw conversations into ready-to-share actions, CRM updates, and team-visible insights.
Current Workflow Pain · 8 total excerpts
Key insight: The current state is fragmented across spreadsheets, personal templates, Slack messages, and poorly trusted systems, making insight retrieval slow and inconsistent.
Representative quote: "We were doing this ridiculous thing where after every renewal call, someone would listen back at 1.5x speed and manually tag 'risk' or 'expansion' in a spreadsheet."
Recommended action: Build and highlight consolidation features that reduce copy-paste work, standardize records, and make customer insight easy to retrieve by account and moment.
Buying Decision Factors · 5 total excerpts
Key insight: Buyers favored solutions that multiple teams could adopt quickly and use consistently, outweighing interest in advanced but less accessible features.
Representative quote: "The deciding factor was whether success, sales, and product could all pull clips from the same customer conversation."
Recommended action: Support buying conversations with proof of cross-functional adoption, low training burden, and easy insight sharing between teams.
Success Indicators · 4 total excerpts
Key insight: Customers measure success through operational outcomes like rep ramp speed, fewer manager interruptions, and better follow-through after calls.
Representative quote: "If they can listen to five good calls, see what objections came up, and not ping their manager every ten minutes, that's real value for us."
Recommended action: Define customer-facing success metrics around time saved, ramp speed, and reduced manual interpretation rather than generic usage counts alone.
5. Analysis Wrap-Up
Top finding
[Customers switch when manual interview and call analysis becomes too fragmented to support leadership visibility and cross-team coordination.]
Most urgent theme
[Current Workflow Pain]
Recommended next step
[Validate the highest-friction workflow with 5 additional interviews and turn the most common workaround into a prioritized product or messaging opportunity.]
Share with (stakeholder)
[Head of Product, Customer Success Lead, Sales Enablement Manager]
Date completed
[February 22, 2026]