Opportunity 1
Win a first primary pick with a beginner-focused, evidence-led landing page.
Validate impact by rerunning the identical prompt set after implementation.
Brand visibility snapshot · collected 2026-08-23
VideoProc Converter AI
VideoProc appears in relevant answers but was never the primary pick in this benchmark run.
Most decision-useful findingVideoProc earned 10 recommendations and zero Rank-1 placements; seven of those recommendations came from Perplexity.
Observed evidence
What the 150 answers contained
These are raw counts from the final validated appendix, not estimated competitor scores.
10/150answers recommending the brand
0Rank‑1 picks
8.9%Tier‑A recommendation share
6/14high-intent prompts with ≥1 recommendation
| Evidence dimension | VideoProc Converter AI | Category leader |
|---|---|---|
| Recommendations by engine (ChatGPT / Gemini / Perplexity) | 1 / 2 / 7 | 26 / 19 / 17 |
| Own-domain citations observed in Perplexity answers | 13 | 22 |
| Distinct third-party citation domains | 27 | 63 |
| Rank‑1 picks | 0 | 46 |
Money queries
Three decision-stage queries behind the diagnosis
Primary picks are transcribed from the final validated Tier-A query matrix. “Absent” means the brand was not recommended by any engine for that query.
| ID | Prompt | ChatGPT #1 | Gemini #1 | Perplexity #1 | VideoProc Converter AI status |
|---|---|---|---|---|---|
| Q01 | best AI video enhancer | Topaz Video AI | Topaz Video AI | Topaz Video AI | #2 on ChatGPT |
| Q03 | best AI video upscaling software | Topaz Video AI | Topaz Video AI | Topaz Video AI | #2 on Perplexity |
| Q34 | best Topaz alternative | Aiarty | Aiarty | Aiarty | #4 on Gemini and Perplexity |
Testable opportunities
Three moves suggested by this sample
These are hypotheses to test, not promises of future model behavior.
Opportunity 2
Reclaim the DVD-to-4K scenario with product-specific proof.
Validate impact by rerunning the identical prompt set after implementation.
Opportunity 3
Test community and comparison content to reduce single-engine dependence.
Validate impact by rerunning the identical prompt set after implementation.
Methodology
What was measured—and what was not
Collection
50 English category, comparison and use-case prompts were asked to ChatGPT (GPT-5.5), Gemini (Gemini 2.5 Pro), and Perplexity (Sonar Pro) on 2026-08-23. The final validated appendix contains 150 of 150 answers.
Extraction
A separate extraction pass at temperature 0 distinguished explicit recommendations and ordered picks from mere mentions. Citation analysis covers URLs returned with Perplexity answers.
Limits
This is a single-run sample. Model outputs are stochastic, ranks can move between runs, and observed citation relationships are correlation—not proof of causation. Results are a dated benchmark, not a permanent market ranking.
Independence disclosure: Aivius benchmarks brands independently using the same methodology. No brand receives preferential treatment. Brand names and trademarks belong to their respective owners.
Need the execution layer?
Turn a dated benchmark into a measured growth loop
The custom audit adds the full prompt map, competitor deep-dives, citation targets and a 30/60/90-day retest plan. Full model answers are not exposed on this public page.