spam filtering software
A care lead opens the unified inbox on Monday morning and sees 3,400 new mentions. Most are bot-driven crypto pitches, scam DMs, or low-effort engagement bait. The queue has outgrown human review, but a blunt block rule could also hide a billing complaint, a partnership inquiry, or
multimodal examples
A support queue rarely receives clean text. It receives a screenshot of a failed payment on Instagram, a meme about an outage on X, a voice note in WhatsApp, a screen recording in TikTok comments, and fragmented replies across Discord, Telegram, and forums. Each post may look different, but several
exit intent detection
A shopper pauses on a product page, scrolls back toward the top, and moves the cursor toward the browser controls. At almost the same moment, a customer replies to a brand post with a billing complaint, then disappears from the thread before anyone routes it to finance. In both situations,
customer care operations
At 8:02 on Monday morning, the queue isn't a queue. It's 4,800 open threads spread across X, Instagram DMs, email, and a help portal after a weekend product incident. Legal wants refund language paused. Comms wants a holding statement published. Customers want answers, and
social media community management
At 2:14 PM on a Tuesday, a customer replies to your brand's post on X: they've been charged twice, and the app crashes every time they open it. The message looks like one complaint. Operationally, it's three problems arriving through one public thread.
social media sentiment analysis
Your unified inbox is quiet until it isn't. A billing complaint appears under an Instagram post, X fills with outage mentions, and a TikTok creator publishes sarcastic praise that signals frustration. In Discord, members bury a feature request inside a long conversation, while WhatsApp receives messages in mixed
social media inbox management
At 8:00 a.m., a social care lead shouldn't have to choose between a refund complaint on X, a legal mention on Instagram, and a customer asking about a broken checkout link on TikTok. Yet that's how many teams still operate, switching between platform tabs,
multi channel customer support
It's Tuesday evening, a billing cycle is underway, and a payment outage has started sending customers to every surface they can find. A complaint spreads through X replies while other customers open Instagram DMs, send WhatsApp messages, and email screenshots of failed transactions. Three agents recognize the same
multilingual moderation
At 09:00 on Monday, a Spanish billing complaint appears in a marketplace's product reviews. The classifier reads “me han cobrado dos veces” as a fraud signal, sends it to the risk queue, and leaves the support team blind to a customer who needs Finance. Fourteen minutes later,
false positive reduction
Your unified inbox is full before the team has finished its first coffee. A billing complaint in an Instagram reply sits beside a scam wave on Telegram, a routine feature request in a Discord DM, and a post hinting at an emerging outage. The AI flags them all, reviewers open
what is unified inbox
A unified inbox is a shared operational layer where multiple agents see the same conversation history, assign ownership, and track response time and SLA performance. It turns messages from separate channels into a coordinated queue, rather than placing every social conversation on one crowded screen. At 9:04 a.m.
compliance risk management
A customer posts on X that your company overcharged them. A junior agent replies from the brand account with an unauthorized discount offer, trying to resolve the complaint quickly. The customer screenshots the exchange, edits the original post to add account details, and shares the thread elsewhere. Within 48 hours,