Operator · Customer Complaint Handling

End-to-end autonomous complaints correspondence

Kognify handles the correspondence itself. It reads what the customer is saying, asks the follow-up questions, gathers every piece of data the case needs from the customer and your systems, and then either resolves the complaint outright or hands a complete, orderly file to an employee to finish. Your people pick up only what genuinely needs them — with all the work already done.

~80%
Handled end to end
resolved or fully prepared without staff effort
Complete
Every handover
all data collected, nothing left to chase
100%
Deadline coverage
no regulated response window missed or unlogged
The Problem

The complaint is the easy part. Working it is the job.

A complaint rarely arrives complete. Someone has to read it, write back, ask for the order number, wait, chase the missing detail, dig through the systems, weigh it against policy — then either fix it or write up the case for whoever can. That back-and-forth, repeated across every channel, is where the days and the goodwill disappear.

Complaints land incomplete. Staff send follow-up emails and wait for the customer to reply before anything can move.
Data is scattered. Every case means pulling orders, accounts and prior contacts from several systems by hand.
Easy and hard cases share one queue. Simple, resolvable complaints wait behind the difficult ones, all for a human.
Handovers lose context. Half the story is missing when a case is passed on, and the next person starts again.
Response clocks run unseen. Regulated deadlines tick the whole time — and the breach is found after the fact.
~70%
of handling time goes on correspondence and data-gathering — chasing details and looking things up, not deciding.
days
lost to back-and-forth as cases stall waiting on one missing piece of information from the customer.
<20%
of complaints genuinely need a person's judgement — the rest are resolvable or just need the legwork done.
How It Works

Kognify works the complaint the way a good handler would.

Kognify takes the case and runs it — it understands the issue, corresponds with the customer to fill the gaps, pulls the records it needs, and works toward a resolution. Only when a human is genuinely required does it stop, and it hands over a case that's already done. Here is the path every complaint takes:

1

📥 Receive & understand

Takes the complaint from any channel — email, web form, letter, scan, call transcript, chat or social — and works out the real issue, who it concerns, and how serious it is.

2

💬 Correspond & clarify

Replies to the customer in your voice, asks the right follow-up questions, and gathers any missing detail — a real exchange, not a stock auto-reply.

3

🔗 Collect & verify

Pulls the order, account, transaction and prior-contact data from your systems and checks it against the claim.

4

⚖️ Assess against policy

Weighs the complete case against your rules and entitlements — and decides whether it can be resolved within the limits you set.

5

✅ Resolve or hand over

Closes the case with the customer where it can — or hands an employee an orderly, complete report to finish, with a recommended next step.

Outcome of step 05
Resolved

End to end — no employee touch

Data gathered, policy applied, customer answered and the case closed — with no staff involvement at all.

Orderly handover

The only cases a person sees

Needs a human decision — the employee gets the full correspondence, all collected data and a recommended next step. Nothing left to chase.

The Case File

Whether it resolves or hands over, the case arrives complete.

Everything Kognify gathers and decides becomes one orderly record. When an employee picks up a case, there is nothing to reconstruct and nothing left to ask the customer.

🏷️

The complaint, understood

Root issue, product or service involved, category, severity and sentiment, and a plain-language summary of what the customer wants.

💬

The full correspondence

Every message exchanged with the customer, the follow-up questions asked, and the answers and evidence they supplied.

🗂️

Collected data & recommendation

Matched customer, order, account and transaction records, the policy check, and a recommended next step or the resolution taken.

Owned by the Business, Not IT

Configured the way you'd brief a new handler.

No IT consultants, no deployment cycles. Business users define categories, tone of voice, what data to collect and when to hand over — in plain language, and live immediately.

💬

Two-way correspondence

Replies to the customer in your voice, asks for what's missing and follows up — a real exchange, not a stock auto-reply.

📋

Orderly handover reports

When a human is needed, the employee gets the whole case — correspondence, collected data and a recommended next step.

⚖️

Policy-bound resolution

Resolves within the entitlements and limits you set. Anything outside them stops and goes to a person — never invented.

📝

Natural-language rules

Define categories, what to collect, resolution limits and handover triggers as instructions, not code.

⏱️

Deadline & SLA tracking

Starts the regulated response clock per case, warns before breach, and keeps a full timeline for every complaint.

🔌

Integrates with your stack

CRM, helpdesk, case-management and core systems. Webhook-driven hand-off into your existing workflows.

Controls, Audit & Compliance

Auditable by design — every decision traced to its source.

Autonomy without control is a non-starter for regulated customer operations. Every decision Kognify makes is explainable, logged and traceable, on infrastructure that meets EU standards.

🔐 Azure EU · Dedicated tenant isolation 📋 GDPR · NIS2 · DORA aligned 🔍 Full audit trail on every AI decision ⏱️ <3-day issue resolution SLA 🚫 No client data trains public models
Proven in Production

Built on an engine already running in production.

Complaint handling runs on the same Kognify understanding layer that processes documents and correspondence live for enterprise clients today — backed by structured onboarding and support, not optimism.

99%+
Production success rate on document understanding across live clients.
measured · live
98%
First-month success rate for Speedy AD, while still tuning.
Speedy
days
From signed contract to a working POC on your real complaints.
to first POC
50%
Of clients expand into additional processes within 2 months.
within 2 months
Client Voice

Serving some of the largest companies in Bulgaria.

The same understanding engine, already in production across finance, banking and regulated industries.

Speedy AD
As one of Bulgaria's leading courier companies, we process thousands of documents every month. With Kognify, in the very first month of deployment we achieved over 98% successfully processed documents — even while the system was still being tuned. The system independently identifies discrepancies and escalates only genuine exceptions. That gives us confidence without losing control.
TL
Tsvetelina Lazarova
Manager, Projects & Relationships, Finance Group · Speedy AD
Also trusted by
Konica Minolta
Proud Technology Partner
of Konica Minolta Bulgaria

See it handle your own complaints.

Send us a sample of real complaints across your channels and we'll show you Kognify correspond, gather the data, and either resolve the case or produce the orderly handover report — each decision traced to its source. Free POC in under 2 weeks; first pilot in production in under a month.

info@kognify.ai  ·  +359 878 78 220  ·  app.kognify.ai