- Product Discovery
- UX Research
- Synthetic Research
Management Platform & Edtech Discovery
How can we create a smoother experience between Performance & Career Management and Corporate Learning? A technical product discovery case using AI-generated synthetic interviews and hypotheses to validate with real people.
8
Interviews
4
Core insights
3
Prioritized HMWs
4
Case answers
01 · Cover
Management Platform & Edtech Discovery
Technical case · Product discovery. "How might we create a more fluid experience between Performance & Career Management and Corporate Learning?"
- Understand — Briefing, hypotheses and the CSD Matrix
- Research — 8 interviews with synthetic personas
- Synthesize — Patterns, insights and journey
- Propose — HMW, solution hypothesis and real validation
Jessica Fidelis · Product & UX Designer · October 2026
02 · Problem framing
What the case wants to find out and where I started
Case questions
- Q1 · How do leaders and employees turn a need into action, and how do they perceive whether it generated growth?
- Q2 · How do HR and L&D take part, and where does the separation between people, processes, information and products create friction?
- Q3 · Where is the biggest pain point (Management Platform, Edtech, or the handoff), and which persona struggles most to perceive Time to Value?
- Q4 · What would the first research study with real users be?
Initial hypotheses
- H1 · There is a gap between learning metrics (completion) and evidence of change at work.
- H2 · The biggest break is in the handoff between people and processes, not between products.
- H3 · The pain may lie in the handoff between products, not within each one.
- H4 · Not every development gap is solved with a course.
How I reached the results
- CSD Matrix · section 3
- Plan, AI Research Log, personas and script · section 4
- Interviews and evidence · section 5
- Patterns, contradictions, insights and updated matrix · sections 6 and 7
- Journeys by role · section 8
- How Might We and Top 3 · section 9
- Answers to the case questions · sections 10 and 11
- Solution hypothesis, plan and real validation · sections 12 to 14
- Synthetic data. Every interview quote comes from AI-generated personas and is a hypothesis to validate with real people.
03 · CSD Matrix
Starting from what we know
Why the CSD matrix
- It separates what is already known from what is assumed and from what is in doubt.
- It prioritizes 8 questions (P1 to P8) that guide the script and the analysis.
- It becomes a comparison point: after the interviews, each item is confirmed, weakened or dropped.
- Built with the real Edtech and Management Platform team, it already serves as shared direction.
- Certainties · what the briefing and documentation state
- Assumptions · hypotheses to test
- Doubts · what we can't safely assume
- Prioritization · P1 to P8, what the interviews need to answer
Priorities P1 to P8
- 01P1 · Evidence of development
- 02P2 · Who turns a gap into action
- 03P3 · How the development plan (PDI) is built
- 04P4 · Where HR's responsibility ends
- 05P5 · Whether the need identified in the Management Platform is reused or reconstructed by L&D
- 06P6 · Where the pain is most intense and by which persona
- 07P7 · Feedback between learning and performance
- 08P8 · Where informal actions get recorded
04 · Research plan, AI Research Log and personas
AI simulation
How the research was designed
Method
- 8 interviews of ~40 min: 4 roles × 2 companies.
- Pilot with Paula and André; prompt frozen afterward.
- Claude vs. ChatGPT test; Claude was chosen.
- [E] · Stated as lived experience
- [I] · Inferred by the persona
- [P] · As defined in the Plan
- [INV?] · As defined in the Plan
AI Research Log
The AI generated: personas, interviews, raw transcript and support for synthesis. I decided: the 4 × 2 design, the profile variation, the anti-bias rules, the model, and the classification of each quote.
Discarded and limits
- Numbers and frequencies: excluded as evidence.
- "No formal record": became a hypothesis.
- Limits: not market evidence; 2 people per role; no quantitative data.
Companies and personas
- Horizonte — Large-scale industry, shift work, active integration between Management Platform and Edtech
- André · HR
- Beatriz · L&D
- Paula · Manager
- Marcos · Employee
- Nexo — Mid-sized B2B services, hybrid, no active integration
- Fernanda · HR
- Diego · L&D
- Lucas · Manager
- Aline · Employee
Single script
Product terms only come up after the persona mentions them.
- Routine
- Recent episode
- Who decided the action
- Where it was recorded
- What changed, and the signal
05 · Interviews and evidence
AI simulation
What the interviews brought
8 interviews with synthetic personas, 4 roles × 2 companies.
The biggest pain points, in order
- 01No one sees the effect after the action.
- 02Follow-up depends on the manager's memory.
- 03The need reaches L&D without its origin.
- 04The employee doesn't receive feedback.
Quotes
- Completing or recording doesn't prove development — "…the record shows intention more than result." — André · HR
- After the action, whoever organizes it doesn't see the effect — "…I published it, it was completed, and I don't know if it helped." — Beatriz · L&D
- On the ground, the evidence is observed behavior — "…it's worth more than any record." — Lucas · Manager
- The need and the action circulate through conversation — "…a loose note…" — Paula · Manager
- There's no closure with the employee — "…I take it seriously when I see that it leads somewhere." — Marcos · Employee
- L&D receives the request without its origin — "…already turned into a request…" — Diego · L&D
06 · Patterns and contradictions
AI simulation
What repeated and where the data disagree
9 patterns identified
- 01#1 · Completing or recording doesn't prove development — Frequency: 6 of 8 · Evidence: 5 E · 1 I
- 02#2 · On the ground, the evidence is observed behavior — Frequency: 4 of 8 · Evidence: n/a
- 03★ #3 · After the action, whoever organizes it doesn't see the effect — Frequency: 6 of 8 · Evidence: 5 E · 1 I
- 04#4 · Need and action circulate through conversation — Frequency: 8 of 8 · Evidence: 5 E · 3 I
- 05#5 · Access to the Management Platform concentrated at cycle moments — Frequency: 4 of 8 · Evidence: n/a
- 06#6 · Development comes more from practice than from the course — Frequency: 6 of 8 · Evidence: 4 E · 2 I
- 07#7 · Agreed-upon actions cool down — Frequency: 5 of 8 · Evidence: 5 I
- 08★ #8 · There's no closure with the employee — Frequency: 4 of 8 · Evidence: 1 E · 3 I
- 09#9 · L&D receives the request without its origin — Frequency: 2 of 8 · Evidence: n/a
7 contradictions
- 01C1 · Integration × real pain: 4 of 8 mention integration
- 02C2 · What counts as evidence: completing, recording or observing
- 03C3 · Visibility × bureaucracy
- 04C4 · HR held accountable for the PDI, but outside the action
- 05C5 · Horizonte × Nexo: contrast in the design
- 06C6 · Autonomy × direction
- 07C7 · Absence of record: real or a prompt artifact? [INV?]
07 · Insights and updated CSD matrix
AI simulation
What I concluded and what changed in the matrix
6 insights and the confidence level of each
- 01★ I1 · The biggest break is in verifying progress after the action — Confidence: Medium
- 02I2 · The PDI is a record of the cycle, not its driver — Confidence: Low to medium
- 03★ I3 · The further from the work, the lower the visibility — Confidence: Medium
- 04I4 · Value exists on the ground, but doesn't show up in the tools (business hypothesis, not from the personas) — Confidence: Low
- 05I5 · Development loses to operations due to lack of protected space — Confidence: Medium
- 06I6 · Employees only engage when they see where it leads — Confidence: Low to medium
What the interviews changed in the matrix
- 01Weakened: "The employee has the biggest pain." The most cited pain belongs to L&D and HR.
- 02Reframed: From "biggest pain in the handoff between products" to pain in the after-action, between people.
- 03No evidence: Process maturity influences integration usage; overlap between the Management Platform and the training needs analysis (LNT) (the disconnect appeared, the overlap didn't).
- 04Downgraded: Numbers and frequencies; absence of record.
Open questions for real people
- 01Real rates of PDI creation and completion
- 02Clients with active integration and PDIs with a linked action
- 03Frequency of follow-up, access, feedback and updates
- 04Difficulties using the platforms
- 05Is the absence of a record real or an artifact?
- 06Organizational maturity
- 07Who closes the cycle and how HR sees the aftermath (C4)
- 08New doubts: are the tools missed? What's missing for the value to show up (I4)?
08 · Journeys by role
AI simulation
Where the cycle breaks and when each role sees value
Journey stages: 1. Perceive the need · 2. Plan or request · 3. Act · 4. Close the cycle · 5. Perceive the value.
- 01Manager
- 1. Perceive the need (+) positive — Sees the piece that doesn't come back, at work
- 2. Plan or request (neutral) — Agrees verbally; the PDI doesn't originate the action
- 3. Act (−) friction — With tight deadlines, the agreement cools down
- 4. Close the cycle (−) friction [BREAK] — No moment or place to close it
- 5. Perceive the value (+) positive [SEES VALUE] — Sees the progress by observing; only he/she sees it
- 02Employee
- 1. Perceive the need (neutral) — Knows what's needed; doesn't know if there's a PDI
- 2. Plan or request (−) friction — The agreement arrives through conversation
- 3. Act (+) positive [SEES VALUE] — Learns by doing; the course complements it
- 4. Close the cycle (−) friction [BREAK] — No one talks about what changed
- 5. Perceive the value (neutral) — Notices it alone; no one confirms it
- 03L&D
- 1. Perceive the need (−) friction — Receives the request already turned into a "course"
- 2. Plan or request (neutral) — Reconstructs the context by asking questions
- 3. Act (+) positive — Publishes it and sees the completion on the Edtech
- 4. Close the cycle (−) friction [BREAK] — No feedback: doesn't know if it helped
- 5. Perceive the value (−) friction [RARE VALUE] — Only a stray comment from a manager
- 04HR
- 1. Perceive the need (neutral) — The need arrives through the cycle and conversation
- 2. Plan or request (neutral) — Records it in the PDI and forwards it to L&D
- 3. Act (neutral) — Follows completion and PDI: proxies
- 4. Close the cycle (−) friction [BREAK] — Loses track: sees intention, not result
- 5. Perceive the value (−) friction [VALUE DOESN'T ARRIVE] — Can't demonstrate the effect
09 · How Might We and Top 3 opportunities
AI simulation
From 7 questions to 3 opportunities
- 01HMW 1 · Ensure closure after the action — TOP 1
- 02HMW 2 · Reduce L&D's Time to Value — TOP 3
- 03HMW 3 · HR and managers demonstrating development in practice — TOP 2
- 04HMW 4 · Capture what the manager observes at work — TOP 2
- 05HMW 5 · Make the need reach L&D with its origin — outside the Top 3
- 06HMW 6 · Show the employee where the course leads — TOP 3
- 07HMW 7 · Keep the PDI alive between cycles — TOP 1
Top 3 opportunities
- Top 1 · Cycle closure — Ensure that every development action gets a closure, sent through a channel the person already uses and consolidated into a weekly summary for the manager, and that an action without feedback shows up as "no feedback," never as "completed."
- Top 2 · Record practice where it happens — Capture what the manager observes at work and informal actions, via phone or voice, at the end of the shift or meeting, or on a shared tablet, without requiring a terminal or a lengthy form, and define before the action what is expected to change and who will see it.
- Top 3 · Show the effect of each course — Show, to whoever published it and whoever took the course, what changed afterward: to L&D, per course, the closure feedback cross-referenced with the Edtech's rating; to the employee, the "before and after" with the sentence they wrote themselves.
10 · Case answers · Q1 and Q2
AI simulation
From the need to growth, and who's involved
Q1
How do leaders and employees turn a development need identified in the performance and career context into a concrete development action — and how do they later perceive whether that action truly generated growth?
- The need arises from observation and circulates through conversation. — #4 · 8 of 8
- The action is agreed verbally, the PDI doesn't originate it, and it cools down against day-to-day operations. — #7 · I2 · I5
- Growth is perceived through observed behavior, only by the manager. — #2
- The employee notices it alone; no one confirms it. — #8
Q2
How do HR and Learning & Development (L&D) take part in this journey, and where does the separation between people, processes, information and products create friction?
- People: HR is held accountable for the PDI but is left out of the action; L&D receives the request without its origin. — C4 · #9
- Processes: there's no moment or owner to close the cycle. — #3 · #8
- Information: the record shows intention, not result. — #1 · C2
- Products: the Edtech reports completion, not effect; the Management Platform is accessed at cycle moments. — #5 · C1
11 · Case answer · Q3
AI simulation
Where the biggest pain is and who feels it most
Biggest pain: Management Platform, Edtech, or the handoff?
- 01Management Platform — need and PDI
- 02Edtech — course and completion
- 03After the action — between people · biggest pain
- 01It's the most cited pain: L&D and HR don't know if the action helped, and the manager only follows up from memory. — #3 · I1
- 02Integration between the products helps, but doesn't solve what happens afterward. — C1
Persona struggling most with Time to Value
When each role perceives value
- 01Manager · Stage 5, close to the work; only he/she sees it.
- 02Employee · Stage 3, applying it; lacking recognition.
- 03L&D · Only by chance, with delay.
- 04HR · It doesn't arrive; sees only proxies.
12 · Solution hypothesis
Closing the cycle is the hypothesis to test first
Case evidence
- Top 1 · Closure
- HMW · 1 and 7
- WM · 1a · 1b · 1c · 7b
- CSD Matrix · P6 · P1 · P7 · P4 · P3
- Patterns · #3 · #8
- Insight · I1
- Contradiction · C2
Suggested metrics
- 01Closure rate · Actions that receive feedback
- 02"No feedback" rate · Diagnosis, not pressure
- 03Time to closure · Median
- 04Effort · Taps, seconds and abandonment
- 05Visibility for HR and L&D · % of actions and courses with at least 1 piece of feedback
- 06Sustained use · Managers who close 2 weeks in a row without an extra reminder
- 07Business hypothesis · Recurring use and renewal (I4)
- 08Targets only after the baseline.
13 · Action plan and risks
What to align, build and watch out for
Align
- Managers and employees: channel and moment of closure
- HR: what counts as closure and the deadline
- L&D: useful questions per course
- Client management: sponsorship. Without integration, start with just the Management Platform and a channel
Products
- Management Platform: success criteria and owner of the closure within the PDI action
- "No feedback" state and closure in 2–3 taps via link, without login
- Weekly summary and HR view
- Edtech: "course completed" trigger. Data: usage events
Proposal to confirm with the product team.
Processes
- Closure within the manager's routine
- Who reads the data and acts on it
- Guide for the client's CS
- Who sees what, with privacy
Not foreseen
- Data protection (LGPD): external channels with expiring, single-use links
- Notification fatigue
- Simple and accessible copy
- Response quality and baseline
Risks and caveats
- Synthetic base · Nothing has been validated with real people
- Bureaucracy · The closure becomes an empty ritual (C2)
- Causation · The manager's opinion doesn't prove effect
- Pressure · "No feedback" read as pressure
- Integration · Dependence on clients with it active
- Products · Current capabilities to confirm with an official source
- Business · The effect on renewal is a hypothesis (I4)
14 · Validation plan with real users · Case answers · Q4
From what I learned to the first real research
Prepare
- CSD Matrix with the team and technology
- Initial hypotheses
- Script
- Profiles: 4 roles across varied contexts
- Recruitment and consent via CS, with anonymization
Collect and synthesize
- 8–10 interviews: L&D and managers (3–4 each), HR and employees (1–2)
- Update the CSD matrix
Structure and validate
- HMW and feasibility with leadership and technology
- Concept test with 5–6 people
Pilot and measure
- Define the pilot with leadership, CS and clients
- Track the metrics
What I take from the simulation: the method, the script, the product context and the profile variation. What I adjust: open-ended questions and caution with numbers from memory, which only hold with real data.
Question
"What would be the first research study with real users that I would run tomorrow, and why?"
The first research I'd run would be an adjusted version of the one I did with AI: semi-structured interviews with open-ended questions, starting with L&D and client managers in different contexts. The simulation gave me method, script and context, but it doesn't tell me what real people experience. So I ask what the AI was instructed to avoid (frequency, volume, real metrics), without assuming the pains will be the same. Whatever comes out of it becomes a hypothesis for HMW, concept testing and the pilot.
15 · End
Thank you.
I'm available for any questions. Jessica Fidelis · Product & UX Designer
Full material
Transcripts, research plan, AI Research Log, evidence, patterns, updated CSD matrix and the HMW table.
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