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Use case

Customer support

Triage, routing and assisted responses with human escalation where empathy matters.

CX
The reality today

How this case feels without the cognitive layer.

Your support inbox doesn’t sleep. Customers send questions at midnight, during weekends, on holidays. Your team works in shifts but can’t cover every hour, every channel, every tone. First-response times stretch — and for the customers waiting, every hour without a reply feels longer than it is.

When humans do reply, the quality depends on who’s on shift, what’s in their head that day, what mood the conversation arrived in. Your handbook says one thing; the actual replies vary in voice, tone and policy interpretation. Two customers asking the same question can get two different answers — and you can’t easily catch it.

Escalations land in someone’s lap with a forwarded thread and zero context. The receiving agent re-reads, re-asks, re-frustrates the customer. By the time the case resolves, three people have touched it and nobody is sure what was promised.

Brand consistency is fragile. One bad reply — defensive tone, wrong policy quoted, half-empathy — gets screenshotted and shared. Years of brand work can be dented by Tuesday’s tired agent on shift three of four. And the customer who gets the bad reply rarely complains; they just quietly leave.

And the people doing the work pay the deepest cost. Always-on support burns out the best agents first; the ones who care most about customer voice end up the most exhausted. Attrition becomes a recurring line in your forecast, and every departure takes institutional context with them.

What changes

How this case feels with Sommatic.

Sommatic responds within minutes, 24/7. Not with a generic "we got your message" — with a contextual reply that applies your policies, your tone of voice, and the customer’s actual history. For most cases that is the resolution.

When a case needs a human, it arrives ready: the full conversation, the customer’s history, the policy applied so far, the open question. The human focuses on the moment that actually needs them, not on context-gathering.

Multilingual reach stops being a hiring problem. Your operation can respond in any language your customers write in — with the same policy applied, the same brand voice maintained, the same evidence captured. New markets open without a parallel hiring round.

After-hours coverage stops being a shift problem. Routine cases get resolved overnight; humans wake up to a short queue of cases that genuinely need them, not to an avalanche. The 9am Monday backlog becomes a memory.

And the people you have stay longer. Your support team handles the work that actually needs human judgment — empathy, exception, escalation — not the work that exhausts them. Retention climbs because the job got better, and the institutional knowledge stays in the building.

The flow

What feeds in. What it produces. The layer that connects.

What feeds in
  • Email
  • Chat · WhatsApp
  • CRM
Sommatic Organizational cognitive layer
  • First response
  • Routed escalation
  • Audit trail
What it produces
Step by step

A complaint that lands at 2am

  1. 02:14
    System

    A WhatsApp message lands: "Order #781 still hasn't arrived, I needed it yesterday."

  2. 02:14
    Agent

    Classified: shipping inquiry, frustrated tone. Looked up: order shipped 3 days ago, currently delayed at the carrier.

  3. 02:16
    Agent

    Replied within 2 minutes: acknowledges the delay, includes the tracking link, offers a discount on the next order per your service policy.

  4. 02:16
    Agent

    Logged: classification, rule applied, response sent, customer history updated.

  5. 09:00
    Human

    Your day-shift supervisor opens the queue. Sees the case was handled, with the policy applied and the discount issued. No re-work, no apology email, no escalation.

Split

What agents automate — and what stays in human review.

What agents do

  • Respond to common questions within minutes, 24/7
  • Apply your service voice and policies consistently across every reply
  • Surface customer history and prior context automatically
  • Triage and escalate sensitive cases with full context attached

What stays with humans

  • Handle escalations that need empathy or judgment
  • Approve goodwill gestures above your policy threshold
  • Review patterns and update the playbook agents apply
What changes

What your operation gains with this case.

01

First response in minutes, 24/7

Customers stop waiting for business hours to know someone heard them. The cognitive layer responds even when the office is dark.

02

Escalations land with full context

When a human takes over, they get the conversation, the customer history, and the policy applied — not just a ticket number.

03

Same voice, same quality, every time

Your brand voice and service policies apply to every response — consistent across agents, across timezones, across rotation.

XAI

The evidence that stays

Every decision leaves an auditable trace: actor, context, rule applied and outcome. Reviewable by humans, replayable by engineers.

Activate your cognitive layer.