5channels audited
18content records
16comments + replies
45,200visible views
3active platforms
What the evidence says
Observations are separated from interpretation. Counts and denominators remain visible.
Interpretation boundary: These are descriptive patterns in the captured public corpus. Treat opportunities as testable hypotheses, not proof of sales impact or causality.
Content supply vs. performance
Mean and median are shown together to reduce distortion from outliers.
| Category | n | Share | Mean views | Median | Relative reach | Evidence IDs |
|---|---|---|---|---|---|---|
| Education | 4 | 22% | 4,450 | 4,400 | NS-010, NS-011, NS-008 |
|
| Price | 2 | 11% | 3,850 | 3,850 | NS-013, NS-012 |
|
| Installation | 2 | 11% | 2,950 | 2,950 | NS-015, NS-014 |
|
| Case Study | 2 | 11% | 2,550 | 2,550 | NS-017, NS-016 |
|
| Service | 1 | 6% | 1,800 | 1,800 | NS-018 |
|
| Product Promo | 7 | 39% | 986 | 980 | NS-004, NS-002, NS-007 |
Voice of customer
Official replies are excluded from customer-demand counts.
Price 4/12Sizing 2/12Installation 2/12Compatibility 2/12Warranty 1/12Delivery 1/12
Visible official response modes: redirect 2/4, useful answer 1/4, template 1/4. A redirect is counted separately from a useful public answer.
Evidence ledger
The report keeps row IDs, dates, visible metrics, working text, and links together.
| ID | Platform | Date | Working text | Views | Likes | Comments | Evidence |
|---|---|---|---|---|---|---|---|
NS-010 |
TikTok | 2026-04-18 | What happens during a grid outage | 5,200 | 402 | 22 | source ↗ |
NS-011 |
2026-05-03 | 5 kWh or 10 kWh battery? | 4,600 | 350 | 21 | source ↗ | |
NS-008 |
TikTok | 2026-01-27 | How to choose the right battery size | 4,200 | 310 | 18 | source ↗ |
NS-013 |
2026-05-22 | Budget examples by system size | 4,100 | 329 | 31 | source ↗ | |
NS-009 |
YouTube | 2026-02-25 | Three mistakes when sizing a home system | 3,800 | 265 | 15 | source ↗ |
NS-012 |
TikTok | 2026-03-08 | How much does a home system cost? | 3,600 | 281 | 27 | source ↗ |
NS-015 |
YouTube | 2026-06-07 | Basic installation steps | 3,100 | 210 | 17 | source ↗ |
NS-014 |
TikTok | 2026-04-29 | Safe battery installation checklist | 2,800 | 190 | 14 | source ↗ |
Scope and limitations
This is a deliberately small, fictional dataset used to demonstrate the workflow. Public visibility does not authorize bypassing platform controls or unrestricted republication.