Smart Attendee Recommendations Overview
Stop forgetting the one person who always should have been in the meeting — as you build an event, the Calendar app suggests who else to invite, and tells you why.
What is Smart Attendee Recommendations?
Smart Attendee Recommendations is an AI assist built into the Calendar event composer (and the host view of an event’s detail page). As a host types a title, adds a description, picks an event type, and selects guests, a ranked set of additional attendee suggestions appears below the guest picker. Each suggestion is a chip showing the person’s name, role, and a short, plain-English reason it was suggested — with a one-tap Add and a dismiss (×).
It is a recommender, not an autopilot: the host accepts or dismisses each suggestion, and nothing is ever added without that confirmation. Dismissed people don’t come back for the same event (or the same recurring series).
Core Value Proposition:
- 🎯 Never miss a key participant — surfaces the finance partner, the SME, or the new hire you’d have forgotten
- 🤝 Explainable, not magic — every suggestion carries a “why” you can trust or reject at a glance
- 🔒 Host stays in control — suggestions are always confirmed, never auto-invited
- ⚙️ Admin-governed — a single on/off switch and a per-event suggestion cap
At a Glance
| ⏱️ Setup Time | 🔗 Signals Used | 📱 Mobile Ready | 🤖 AI-Powered |
|---|---|---|---|
| 0 minutes (on by default) | 5 signals | ✅ Yes | ✅ Yes |
Perfect For:
- 🗓️ Executive assistants & schedulers — composing recurring reviews where the same partners belong every time
- 👥 Team leads — pulling in the right people for a topic without scrolling the org chart
- 🧭 Anyone who hosts meetings — a faster, smarter guest list with less second-guessing
How It Works
Compose → Suggest → Confirm
┌─────────────────────────────────────────────────────────────────────────┐
│ SMART ATTENDEE RECOMMENDATIONS │
├─────────────────────────────────────────────────────────────────────────┤
│ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │
│ │ 1. COMPOSE │──────▶ │ 2. SUGGEST │──────▶ │ 3. REVIEW │ │
│ │ title, type,│ │ ranked chips │ │ read "why", │ │
│ │ description,│ │ w/ reasons │ │ Add or ✕ │ │
│ │ guests │ │ (≥ 0.4 score)│ │ │ │
│ └──────────────┘ └──────────────┘ └──────┬───────┘ │
│ ▲ │ │
│ │ recompute on title/description/guest change │ │
│ └────────────────────────────────────────────────┘ │
│ │ │
│ ▼ │
│ ┌──────────────────┐ │
│ │ 4. ADD → INVITE │ (standard invite path, │
│ │ (host confirmed) │ tagged via_recommendation)│
│ └──────────────────┘ │
└─────────────────────────────────────────────────────────────────────────┘
The five ranking signals
┌───────────────────────────┐
│ ATTENDEE RECOMMENDER │
└─────────────┬─────────────┘
┌──────────────┬──────────┼──────────┬──────────────┐
▼ ▼ ▼ ▼ ▼
┌──────────┐ ┌──────────┐ ┌────────┐ ┌──────────┐ ┌──────────┐
│ Event │ │ Topic │ │ Prior │ │ Org-chart│ │ News Feed│
│ type │ │ (title + │ │ co- │ │proximity │ │ SME │
│ │ │ descr.) │ │attendance│ │ │ │ signal │
└──────────┘ └──────────┘ └────────┘ └──────────┘ └──────────┘
The first four are always available; the News Feed subject-matter-expert signal is additive — if the News Feed app isn’t present, recommendations gracefully fall back to the other signals with no error.
Key Features
🌟 Inline suggestion chips
As you build the event, suggestions appear right where you’re working — below the guest picker in the composer, and in a host-only section on the event’s detail page.
| Feature | Description |
|---|---|
| Ranked chips | Up to your configured cap (default 5), highest-relevance first |
| Explainable “why” | A short reason on each chip (e.g., “Attended 5 prior event(s) with you”) |
| One-tap Add | Adds the person to the guest list (composer) or invites them on a saved event |
| Dismiss (×) | Removes a suggestion you don’t want |
| Live recompute | Refreshes as you edit the title, description, or guest list |
Use Case: You start a “Q3 Budget Review.” Before you’ve typed a single guest, the finance partner who attended the last several budget reviews appears as a chip — tap Add and move on.
💡 Pro Tip: Give the event a clear title and a sentence of description before scanning the chips. The recommender weighs the topic heavily, so a descriptive title produces sharper suggestions than a vague one.
🧠 Explainable, confidence-gated AI
Candidates are generated from your real scheduling data, then ranked by the platform’s AI. Only suggestions that clear a relevance bar are shown — weak matches are suppressed rather than padding the list.
| Feature | Description |
|---|---|
| Relevance threshold | Suggestions below the confidence bar are hidden — quality over quantity |
| Plain-English rationale | Every chip explains itself; no black-box picks |
| Graceful fallback | If the AI is unavailable, a deterministic signal-based ranking takes over |
| Never blocks you | If nothing qualifies, the row simply hides — the composer is always usable |
💡 Pro Tip: An empty suggestion row isn’t a bug — it means nobody cleared the relevance bar for this event yet. Suggestions improve as your shared-meeting history with colleagues grows.
🔒 Host stays in control
| Feature | Description |
|---|---|
| No auto-add | Suggestions are always confirmed by the host — never invited automatically |
| Per-event dismiss memory | A dismissed person won’t re-surface for that event |
| Per-series memory | On a recurring event, a dismissal applies across the whole series |
| Individuals only | Suggests people you can already see — no groups, no external addresses |
| Permission-respecting | Never suggests someone outside your viewable set |
Use Case: On a weekly recurring sync, you dismiss a suggestion once — and it stays gone for every future occurrence, so you’re not re-dismissing the same name every week.
⚙️ Admin controls
Two settings live under Calendar → Settings → Smart Calendar → Recommendations:
| Setting | Description |
|---|---|
| Smart attendee recommendations | Master on/off. When off, the suggestion row disappears everywhere. |
| Max suggestions per event | Cap on how many chips appear (default 5, up to 10). |
💡 Pro Tip: Lower the cap to 2–3 if you want the feature to stay quiet and high-precision; raise it toward 10 for large cross-functional meetings where breadth helps.
📊 Analytics signals
Every time a suggestion is shown, added, or dismissed, the app records an analytics event (recommendation.added, recommendation.dismissed, recommendation.ignored). Accepted suggestions are tagged on the resulting invitation so adoption can be measured downstream — distinguishing recommendation-driven invites from hand-picked ones.
User Roles & Permissions
| Role | Capabilities |
|---|---|
| Event Host (any member) | Sees suggestion chips on events they compose or host; adds or dismisses suggestions |
| Invited member (non-host) | Does not see the recommendations section on events they don’t host |
| Calendar Admin | Turns the feature on/off and sets the per-event suggestion cap |
How We Compare
The mainstream calendars offer guest autocomplete (type a name, get matches) and AI time suggestions — but not explainable, ranked attendee recommendations with dismiss memory and host confirmation.
| Feature | MangoApps Workforce | Google Calendar | Microsoft Outlook | Calendly |
|---|---|---|---|---|
| Ranked attendee suggestions (beyond name autocomplete) | ✅ | ❌ | ❌ | ❌ |
| Explainable “why suggested” reason | ✅ | ❌ | ❌ | ❌ |
| Per-event / per-series dismiss memory | ✅ | ❌ | ❌ | ❌ |
| Uses co-attendance + org-chart + SME signals | ✅ | ⚡ | ⚡ | ❌ |
| Always host-confirmed (never auto-invites) | ✅ | n/a | n/a | n/a |
| Admin on/off + suggestion cap | ✅ | ❌ | ❌ | ❌ |
| Legend: ✅ Included | ❌ Not Available | ⚡ Limited (contact/availability-based only) | n/a Not applicable |
Why MangoApps Workforce?
- 🔗 Unified Platform — recommendations draw on your real Calendar history, org chart, and (optionally) News Feed expertise — all in one system
- 🤖 AI-Native — explainable ranking is built in, not a bolt-on add-on
- 🔒 Trustworthy by design — every suggestion is confirmed by a human and respects existing visibility rules
Getting Started
For Hosts (any member)
- Open the Calendar app and click New event (or open an event you host)
- Enter a clear title and a short description, and pick an event type
- Review the Suggested attendees chips below the guest picker — read each “why”
- Click Add to invite the ones you want; click × to dismiss the rest
For Administrators
- Go to Calendar → Settings → Smart Calendar → Recommendations
- Confirm Smart attendee recommendations is on (it is by default)
- Set Max suggestions per event to match how chatty you want the feature to be
- Save
Best Practices
- ✅ Write a descriptive title and one sentence of context before scanning suggestions — the topic drives ranking
- ✅ Use Add for the people you want and × for the rest — your dismissals are remembered per event/series
- ✅ Keep the cap modest (3–5) for everyday meetings; raise it for large cross-functional events
- ✅ Treat an empty row as “no strong match yet,” not a failure — quality is gated on purpose
Frequently Asked Questions
Q: Will it invite people automatically?
A: No. Suggestions are never auto-added. You explicitly click Add on each one; until then nobody is invited.
Q: I dismissed someone — will they keep coming back?
A: No. A dismissal is remembered for that event, and for a recurring event it applies across the entire series, so the same person won’t re-surface.
Q: Why don’t I see any suggestions?
A: The recommender only shows people who clear a relevance bar. If you have little shared-meeting history for this topic, or the admin has turned the feature off, the suggestion row stays hidden. It improves as your co-attendance history grows.
Q: Can it suggest someone I’m not allowed to see, or an external email?
A: No. Suggestions are limited to individual users you can already see in your business — no groups, no external addresses, and never anyone outside your visibility.
Q: Who controls whether this is on?
A: A Calendar Admin, under Settings → Smart Calendar → Recommendations, where they can switch it off or change how many suggestions appear.
Related Resources
- Calendar App Overview — the unified calendar this feature lives in
Smart Attendee Recommendations — the right people in the room, with the reason why.