Compare/Confluence vs Google AI Edge Gallery

AI tool comparison

Confluence vs Google AI Edge Gallery

Which one should you ship with? Here is the side-by-side panel verdict, pricing read, reviewer split, and community vote comparison.

C

Productivity

Confluence

Team workspace for documentation

Skip

0%

Panel ship

Community

Free

Entry

Confluence is Atlassian's enterprise wiki and documentation platform. Deep Jira integration, templates, and spaces. The default for enterprise documentation.

G

Mobile

Google AI Edge Gallery

Gemma 4 on your phone, offline, with agentic skills — no cloud needed

Ship

75%

Panel ship

Community

Free

Entry

Google AI Edge Gallery is a mobile app that lets anyone run powerful open-source LLMs — primarily Gemma 4 — directly on their Android or iOS device with zero internet connectivity. The April 2026 update brought full Gemma 4 support including the E2B edge variant optimized for sub-1.5GB RAM, alongside new Agent Skills that enable multi-step autonomous workflows entirely on-device. The app goes well beyond a chat interface. Users get Thinking Mode to watch the model's reasoning process in real time, multimodal features for image analysis and voice transcription, a Prompt Lab for experimentation, and Tiny Garden — an interactive game driven purely by on-device natural language understanding. Hugging Face integration lets users import custom models beyond the curated defaults. The significance of the April 7 release is timing: it dropped the same day as LiteRT-LM and coincides with Gemma 4's general availability, creating a complete stack from framework to end-user app. With 899 GitHub stars gained in a single day and app store availability on both iOS and Android, Edge Gallery is becoming the reference showcase for what on-device AI looks like in 2026.

Decision
Confluence
Google AI Edge Gallery
Panel verdict
Skip · 0 ship / 3 skip
Ship · 3 ship / 1 skip
Community
No community votes yet
No community votes yet
Pricing
Free (10 users), Standard $6.05/user/mo
Free
Best for
Team workspace for documentation
Gemma 4 on your phone, offline, with agentic skills — no cloud needed
Category
Productivity
Mobile

Reviewer scorecard

Builder
45/100 · skip

Slow editor, confusing permissions, and the content becomes a graveyard nobody searches. Notion is better in every way.

80/100 · ship

The Agent Skills addition is the headline. Running multi-step agentic workflows on a phone with no API calls is something developers have been wanting to demo to clients. The Kotlin codebase is well-structured enough that it serves as a useful reference implementation too.

Skeptic
45/100 · skip

Enterprise default that persists through inertia. The editor has improved but Notion's experience is vastly superior.

45/100 · skip

Even the E2B variant struggles on older devices and drains battery fast during extended sessions. The model roster is Gemma-heavy by design, which limits utility for developers invested in other model families. This is a showcase app more than a daily driver.

Creator
45/100 · skip

The editor fights you at every step. Templates help but the formatting options are limited and buggy.

80/100 · ship

Image analysis and voice transcription working fully offline is immediately useful on shoots or at events where connectivity is spotty. The Prompt Lab is a great scratchpad for refining prompts before committing them to a production pipeline.

Futurist
No panel take
80/100 · ship

Putting agentic AI in every pocket without a subscription or data plan is a genuine democratization moment. As mobile silicon improves, Edge Gallery represents where all smartphone AI is heading — the privacy and latency benefits of on-device will eventually make cloud-dependent AI feel antiquated.

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Confluence vs Google AI Edge Gallery: Which AI Tool Should You Ship? — Ship or Skip