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made. Resolve

Automate the noise. Empower your people.

An intelligent mediation layer made to resolve routine inquiries instantly — and to hand the judgment-required ones to your people with reviewer-ready evidence already attached, not a black-box summary.

Frequently Asked Questions

Which departments does made. Resolve actually serve?

Any team that fields high-volume, low-complexity inbound requests. Most commonly: customer service, HR, IT service desk, procurement, finance shared services, and operations. made. Resolve is industry-agnostic — the same engine serves a mining procurement team, a hospital HR department, and a logistics customer service centre.

How does it integrate with our existing systems?

Via secure, scope-limited API connections to the systems made. Resolve needs to read from and act in — typically your CRM, ERP, HRIS, ITSM, and internal portals. Action permissions are policy-bounded and fully auditable; made. Resolve never has more access than the role it operates under.

What stops it from taking the wrong action?

Three layers. First, action guardrails — made. Resolve only executes workflows you have explicitly approved, within their policy bounds. Second, confidence scoring — anything below your threshold escalates to a human. Third, full audit trail — every classification, action, and outcome is logged for review and rollback. You stay in control of what the agent is allowed to do on your behalf.

Can callers reach made. Resolve by phone?

Yes. made. Voice is the phone channel — a multilingual voice agent that feeds straight into made. Resolve's triage and workflow engine. Web chat, email, and portal forms work out of the box.

What happens to our existing service desk tooling?

made. Resolve sits in front of it, not in place of it. Tickets that need a human still land in your existing ITSM, CRM, or case-management tooling — but only after made. Resolve has triaged, structured, and (where possible) resolved them. The team's queue gets shorter and cleaner.

How does the made. Ledger apply to made. Resolve?

Every classification, autonomous action, and escalation made. Resolve performs is written to the made. Ledger — an immutable, cryptographic audit trail of the structured reasoning, source records, and policy basis behind each decision. When a request escalates, the human picks up with reviewer-ready evidence already attached; when a regulator or auditor asks how the agent acted, the trail is defensible end to end.

How is the data secured?

made. Resolve runs on the same sovereign, ring-fenced architecture as every made. Platform. Australian-hosted, encrypted in transit and at rest, and never used to train external public models. See the shared architecture.

The enterprise bottleneck isn't a people problem.

For the end-user

A simple question — an order status, a policy clarification, a vendor invoice query — sits in a queue for hours, sometimes days. The experience is slow, opaque, and frustrating. People start workarounds, escalate to managers, or just give up.

For the operator

Customer service, HR, procurement, operations — every team is choked by high-volume, low-complexity intake. Skilled staff spend their day as human routers: classifying tickets, looking up records, retyping the same answer. The work that needs their judgment waits.

Four capabilities. One resolution layer.

made. Resolve sits in front of your CRM, ERP, and internal portals. It intercepts inbound requests, extracts the context, and either resolves the request itself or routes it — perfectly structured — to the right human.

01

Universal Intent Triage

Understands what people actually need

Customer complaint or order query? HR policy question or grievance? Vendor invoice dispute or procurement request? made. Resolve classifies intent across every department it serves — and structures the data perfectly for whichever team owns it.

Key Benefits
  • Multi-domain intent classification — customer, HR, procurement, ops
  • Natural-language conversation extracts the missing context
  • Structured payload to the right team — no retyping
  • Confidence-scored triage with human-in-the-loop review
02

Automated Workflow Execution

Acts on the request, not just routes it

Where the request is routine, made. Resolve doesn't just classify it — it completes it. Securely integrated with your core systems, it generates the onboarding pack, updates the shipping status, resets the credential, or issues the refund. The human only sees the work that genuinely needs them.

Key Benefits
  • Secure API integration with CRM, ERP, HRIS, ITSM, and portals
  • Action guardrails — policy-bounded, fully auditable
  • Resolves common requests end-to-end — onboarding, status, refunds, resets
  • End-user confirmation in the channel they started in
03

Sentiment & Urgency-Aware Escalation

The right call to a human, every time

made. Resolve reads sentiment and commercial urgency in real time. A frustrated VIP customer, a safety-critical incident, a high-value vendor dispute — these jump the queue automatically and land with your senior operators, with the full conversation context attached.

Key Benefits
  • Sentiment analysis with configurable escalation thresholds
  • VIP and high-value account routing baked in
  • Safety, safeguarding, and compliance triggers always escalate
  • Human picks up with full transcript and structured context
04

Continuous Learning Loop

Gets sharper with every resolution

Every human resolution feeds the resolution library. Every confirmed outcome tightens triage. Within months, made. Resolve is handling more of the volume autonomously — and the team is spending more time on judgment work, less on repetitive intake.

Key Benefits
  • Resolution library grows from real human decisions
  • Ring-fenced — your data trains your tenant, not external models
  • Operations dashboard tracks autonomous-resolution rate over time
  • Human review of new resolution patterns before they go live

How it works

01

Inbound request lands

Web chat, email, portal form, phone (via made. Voice) — into the channel your end-users already use.

02

made. Resolve understands

Conversation extracts intent and context. Sentiment and urgency are scored in real time.

03

Action or escalate

Routine? Resolved end-to-end inside your systems. Judgment-required? Routed to the right human with full context.

04

Loop closed

End-user is updated in-channel. The resolution feeds the library. The autonomous rate climbs.

What changes

made. Resolve handles:

  • Intent classification across every department it serves
  • Routine workflow execution against your CRM, ERP, HRIS, ITSM
  • Sentiment-aware escalation for high-stakes interactions
  • End-user updates in the channel they started in
  • Continuous learning from human resolutions

Your skilled people are freed for:

  • The hard calls — disputes, judgment, relationship moments
  • VIP and high-value customer relationships
  • Exception handling and policy refinement
  • Coaching the autonomous resolution library
  • The strategic work that actually moves the business

made. Resolve doesn't replace your operators. It makes their day a worthier one.

What you get

Operational velocity

Routine requests resolved in seconds, not days. Queues shrink. End-users stop chasing. The team stops drowning in intake.

Margin recovered

Highly skilled staff stop acting as human routers. The same headcount does more of the work that actually compounds.

Defensible automation

Every action is policy-bounded, auditable, and ring-fenced inside your environment. No deception, no rogue actions, no surprises.

Runs on the made. Ledger

Every escalation hand-off carries the structured reasoning, source records, and policy basis made. Resolve used to triage — so the human picking it up arrives with reviewer-ready evidence, not a black-box summary.

Make the routine automatic. Make your people's day a worthier one.