I went into Gmail’s new Gemini features hoping for a smarter inbox and came away wanting to cancel my AI add‑on. After weeks of hands-on use across personal and Workspace accounts, the reality is blunt: summaries miss key facts, drafting help slows me down, and the “smart” view doesn’t manage the flood the way working inboxes need.
That verdict won’t be universal. For some, Gemini’s writing aids and quick context could be a relief. But for anyone who lives in email and needs precision and flow control, the gaps are hard to ignore.
- What Google Actually Shipped In Gmail So Far
- Summaries That Skip Crucial Details And Context
- Writing Help That Can Slow You Down Instead
- Search And Sidebar Show Legit Promise In Gmail
- The Inbox We Need Is An Agent Not A Skin
- Security And Privacy In Real Terms For Gmail
- How To Dial It Back Without Breaking Gmail
- Bottom Line On Gemini In Gmail After Hands-On Use

What Google Actually Shipped In Gmail So Far
Gmail now bundles several AI capabilities: Help Me Write and suggested replies for composing, AI Overviews that summarize long threads, a right-rail Gemini panel that answers questions using message context, Proofread for tone and clarity, and a new AI-driven inbox view rolling out to “trusted testers,” according to Google.
Some features sit behind paid Gemini tiers in Workspace, others are available in consumer Gmail. The promise is alluring—less reading, faster replies, and instant context. The delivery is inconsistent.
Summaries That Skip Crucial Details And Context
Thread overviews were the make-or-break feature for me. In one vendor thread spanning more than a dozen messages, Gemini’s summary miscounted agreed items and omitted specifics that actually drive the decision. Regenerating the overview showed different phrasing, not better accuracy. When a tool collapses a negotiation into the wrong number, trust evaporates.
This isn’t surprising to anyone tracking large language models. Compressing long, messy conversations into accurate action points is a high-risk task, and research communities like Stanford HAI and NIST have repeatedly warned about hallucinations and selective omissions under compression. In email, a 1% error can mean the wrong order, the wrong date, or a missed commitment.
Writing Help That Can Slow You Down Instead
Help Me Write and suggested responses are genuinely helpful for people who struggle with tone or structure. For high-volume writers, though, the calculus flips: reviewing and sanding down AI text often takes longer than dashing off a clean note. Analyst firms like Gartner have noted productivity gains from generative drafting, but they’re uneven across roles and expertise levels. In my case, autocraft becomes autocorrect.
Proofread is more benign—useful for quick tone checks—but not transformative. It’s Grammarly-adjacent inside Gmail, and that’s fine as far as it goes.

Search And Sidebar Show Legit Promise In Gmail
The right-rail Gemini panel is the bright spot. Ask “Who are the PR contacts I usually work with?” and it surfaces the names and jump links with surprising competence. As a retrieval engine over your own mail, it’s handy and saves clicks. The problem is that this smart lookup lives beside, not inside, the core inbox triage experience.
The Inbox We Need Is An Agent Not A Skin
Email volume is brutal. Industry trackers like Statista estimate more than 300 billion emails are sent each day, and Gmail serves a massive share of that traffic. The real relief won’t come from prettier lists or occasional summaries. It will come from an agent that continuously processes flow: filing routine press releases, escalating pitches from key companies, spotting deadlines, and nudging on stalled approvals without being asked.
Rules and keyword filters only go so far. I want to say, “Auto-file all press releases, but if the pitch is about developer tools from Google, OpenAI, or Microsoft, bubble it up.” Today, Gemini can describe the pile. It can’t truly manage it.
Security And Privacy In Real Terms For Gmail
I’m comfortable with Google’s infrastructure security and use passkeys and multifactor authentication. Enterprise attestations around data isolation in Workspace are strong, and third-party groups like the Electronic Frontier Foundation still remind us to weigh data access carefully. My hesitation isn’t about Gemini rifling my mail—it’s that the trade-off isn’t paying off in utility.
How To Dial It Back Without Breaking Gmail
You can toggle off Gmail “smart features” in settings, but beware: that also disables inbox categories many people rely on. A better middle ground is to revoke Gemini’s access to Gmail from the Gemini settings panel, which preserves normal Gmail while cutting the AI connection. You can also ignore Help Me Write and summaries on a case-by-case basis without nuking categories.
Bottom Line On Gemini In Gmail After Hands-On Use
Gemini in Gmail feels like a collection of demos wrapped around a firehose. The sidebar search is good. The rest either adds friction or introduces accuracy risks I can’t accept in client threads and vendor deals. For now, I’m stepping back from the paid tier and turning off what I can.
When Gemini becomes a trustworthy flow manager—an agent that acts on my behalf with clear controls, logs, and reversibility—I’ll be first in line to try again. Until then, the unsubscribe button is the most productive click in my inbox.
