Groove vs Vision Helpdesk: Helpdesk Comparison (2026)

An independent side-by-side comparison of Groove and Vision Helpdesk for helpdesk buyers — pricing, features, integrations, and how often each is cited by major AI engines.

AI Citation Scorecard

How often each is cited by major AI engines when buyers ask helpdesk questions. Last 90 days across ChatGPT, Perplexity, Gemini, Claude, and Copilot.

Too early to call — probes still building data.
ChatGPT
Groove
11 / 62 probes
18%
Average
Vision Helpdesk
Tracking…
No data yet
Perplexity
Groove
0 / 727 probes
0%
Invisible
Vision Helpdesk
Tracking…
No data yet
Gemini
Groove
0 / 62 probes
0%
Invisible
Vision Helpdesk
Tracking…
No data yet
Claude
GrooveLeads
9 / 82 probes
11%
Below average
Vision Helpdesk
0 / 1 probes
0%
Invisible
Copilot
GrooveLeads
7 / 65 probes
11%
Below average
Vision Helpdesk
0 / 1 probes
0%
Invisible
Scale:NoneLowFairStrongExcellent

Probes run hourly; each (engine × query) combo retests every ~3 days.

Pricing

Groove
Starting price
$0.50/outcome
Free tier
Yes
groovehq.com
Vision Helpdesk
Starting price
Free tier
visionhelpdesk.com

Key Features

Groove
  • Shared inbox & ticketing
  • Email & live chat
  • Knowledge base
  • Macros & saved replies
  • Standard reporting
  • Resolutions
  • Upsell Opportunities
  • Churn Detection
Vision Helpdesk

Feature data is being indexed.

When to choose Groove

Choose Groove if your team prioritizes its strengths over Vision Helpdesk's. Full guidance populates as Groove's feature data is indexed.

When to choose Vision Helpdesk

Choose Vision Helpdesk if your team prioritizes its strengths over Groove's. Full guidance populates as Vision Helpdesk's feature data is indexed.

AI visibility profiles

Is one of these your brand?

Get the full report by email: every helpdesk buyer question we ask, which engines name you, and who gets named instead.

Groove

groovehq.com

Vision Helpdesk

visionhelpdesk.com

Free check

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We ask the buyer questions in this market across ChatGPT, Claude, Gemini, Perplexity and Copilot, and show you who gets named.

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