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ScaleHardened.
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AI Customer Support Systems

Resolve the repetitive tier of your support queue automatically, and hand off cleanly to a human for everything else.

What this is

We build AI support systems that handle order status, account questions, policy lookups, and common troubleshooting directly inside your existing help desk — and escalate to a human with full context the moment a request needs judgment, empathy, or an exception.

Who it's for

  • Support teams drowning in repetitive tickets (status, policy, how-to) that don't need a human
  • Companies scaling support volume faster than headcount
  • Teams whose current chatbot deflects tickets into a dead end instead of resolving them

The problem

Support volume grows faster than headcount. A large share of tickets are the same handful of questions, but existing chatbots either give a canned non-answer or get stuck and frustrate the customer into abandoning the conversation.

What it automates

  • Order/account status lookups via API
  • Policy and troubleshooting answers grounded in your help center
  • Ticket triage and routing with context already attached
  • Post-resolution follow-up and CSAT collection

How it works

1

Ticket audit

We analyze historical ticket volume to find the highest-frequency, lowest-judgment request types worth automating first.

2

Grounded resolution flows

Build resolution paths for the top request types, connected to your order/account systems via API for real data, not guesses.

3

Escalation design

Define exactly what triggers a handoff to a human, and ensure the human receives full conversation context, not a cold ticket.

4

Deploy & tune

Launch on your existing help desk channel, monitor deflection accuracy, tune thresholds weekly during the first month.

What it integrates with

ZendeskIntercomGorgiasFreshdeskShopify order APIsCustom REST/GraphQL APIs

What implementation involves

Discovery (1 week)

Ticket volume analysis, top-intent identification.

Build (2-4 weeks)

Resolution flows, API integrations, escalation logic.

Pilot

Shadow mode or limited traffic slice before full cutover.

Launch

Full deployment with weekly tuning cadence for the first month.

Limitations — honestly

  • Best suited to well-defined, repeatable request types — not a replacement for judgment-heavy escalations
  • Requires clean API access to order/account systems for anything beyond FAQ-style answers
  • Needs an internal owner to review escalation quality in the first weeks

Realistic outcomes

  • Meaningfully reduces first-response time on common request types
  • Frees human agents to focus on complex or high-value conversations
  • Improves after-hours coverage without adding headcount

Frequently asked questions

No — it's built to absorb the repetitive tier and hand off everything else to your team with full context, not to replace human judgment on complex cases.