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ACE Engage — Operating model

Every customer.
Every hour.
Every language.

Customer engagement stops being a staffing problem and becomes a production line: takt time, first-pass yield, promise-kept rate. Eight stations, four gates, every channel converging into one record — and coverage you set with a dial instead of a hiring round.

30+
languages,
switched mid‑sentence
8,760
hours a year,
one quality level
100%
conversations
scored, not sampled
Cover across one week LIVE
168 HOURS COVERED 45 ROSTERED
Covered by the line, at one quality level
What a full roster buys you
The gap where demand still arrives
7.4s
Time to first response
1,240
Conversations this week
71%
First-pass yield
0
Abandoned
OPEN THE FULL OPERATIONS BOARD ›
What changes

Six things a rota
can never buy you.

Not a better version of the contact centre you have. A different operating model, with different failure modes and different numbers on the board.

01

Every customer speaks their own language. All of them.

3 HIRED 30+ COVERED

One team covering 30+ languages, switched mid-sentence, on every channel — phone included.

TodayYou hire the languages you can afford. Swedish, English, maybe Danish. Everything else waits for a callback, or gets English.
With ACE EngageThe Finnish caller at 23:00 gets the same answer as the English one at 10:00, with no routing delay and no apology.
02

The 03:00 conversation is as good as the 11:00 one.

FLAT 03:00

8,760 hours a year at one quality level. No fatigue, no Friday afternoon, no January sick leave.

TodayQuality tracks the roster. Your customers already learned which hours work and which do not.
With ACE EngageThe gap between your best hour and your worst hour closes, and you can watch it hour by hour on the board.
03

The conversation nobody had time to start.

SIG RENEWAL IN 30 DAYSBASKET ABANDONEDPROMISE DUE TODAY

The line answers what arrives and starts what does not. Drop-offs, churn signals, due promises and win-back lists all become real conversations.

TodayOutbound is whatever is left after inbound is handled, which is nothing. The renewal list is still in a spreadsheet.
With ACE EngageYou find the unhappy customer before the review site does, and the quiet one before the renewal date — always against the consent record, never a raw list.
04

Nothing goes unattended, nothing goes untracked.

SAMPLED ALL OF THEM

Every contact handled or explicitly contained with a booked time. Every conversation scored against the same rubric.

TodayCapacity decides who gets answered, and QA hears a handful of calls a month and calls it insight.
With ACE EngageNothing sits in a queue hoping to be reached, and every word, decision and promise is an auditable event.
05

It improves every day and never goes back.

EACH RESIGNATION

What it learns on Monday it still knows next year — and after the person who taught it has left.

TodayKnowledge walks out at resignation. Every new hire restarts the curve, and the same correction is made again.
With ACE EngageCorrections enter the flow, not a training backlog. The ramp-up of every future hire is inherited rather than repeated.
06

It is not afraid of a radical shift.

3x, SAME DAY HIRING CYCLE

Triple the volume, add a country, add a channel, add a language — in days, not a hiring cycle.

TodayA 3x spike costs a recruitment round, six weeks of training, and a cost base you keep long after the spike ends.
With ACE EngageCapacity is a setting. It goes up the same day, and the run cost comes back down when the volume does.
The production line

Eight stations.
One takt time.

A conversation is not an event, it is a part moving down a line — whether the world sent it to you or you decided to start it. Each station has a job, a failure mode, and a control that stops the defect travelling to the next station. Select any station in the line.

OUTSIDE-IN WHAT ARRIVES INSIDE-OUT WHAT YOU START 01 Intake <10s TAKT 02 Identify 94% FIRST PASS 03 Classify 97% CONFIDENCE 04 Enrich 100% CONTEXT 05 Mature 71% FIRST-PASS YIELD 06 Commit 99% PROMISE KEPT 07 Record 100% WRITE-BACK 08 Verify 100% QA COVERAGE KAIZEN — THE DEFECT CHANGES THE FLOW, NOT THE PERSON ANDON · STOP AND CALL A HUMAN
Outside-in — a call, a message, a public comment, a stalled checkout Inside-out — drop-off, churn risk, a promise due, a win-back list The same eight stations, whichever direction it came from
STATION 01 Intake Takt · under 10 seconds Both directions
What happens

The defect

The control

01 / 08

Station figures are design targets for the operating model, not results from your estimate. They are measured against your own baseline during the pilot and replaced with your numbers.

Why it holds

Manufacturing science,
applied to a conversation.

Contact centres are managed like a queue: more arrivals, more people. A line is managed differently. Fifty years of production discipline already answers most of the questions a contact centre never solves — and the other half of the answer is not industrial at all. It is how people actually behave when something has gone wrong.

Six principles the line inherits
Takt time
A fixed rhythm the line is tuned to. Here: seconds to first response, held under load rather than sacrificed to it.
First-pass yield
Work finished right the first time. Here: closed without the customer having to come back. A second contact is a defect, not extra volume.
WIP visibility
No hidden work in progress. Every open conversation is a card on a board with an owner and a due time.
Poka-yoke
Mistake-proofing at the station. The flow cannot proceed without the inputs the next step needs, so the error is prevented rather than caught later.
Andon
Any station can stop the line and call for help. Here: it escalates to a named person, and the stop itself is logged and counted.
Kaizen
Every closed loop improves the next one. Corrections enter the flow, not a training backlog that nobody reads.
Emotional intensity across a complaint
ESCALATION THRESHOLD HIGH LOW TURN 3 · PLAY CHANGES UNMANAGED MANAGED
And the psychology underneath it
P1
Emotion is a data point, not noise
Intensity is read across every turn, not scored once at the end when it is too late to act. Rising intensity changes the play immediately: it simplifies, offers a person, or escalates before the customer has to ask.
P2
If they say it twice, we got it wrong
A repeated question is the clearest signal in any conversation and the one most systems ignore. Repetition is tracked as a defect and routed back to the station that caused it.
P3
Length cuts both ways
Too many turns means confusion. Too few usually means a question was quietly dodged. Turns-to-resolution is measured against the norm for that intent, in both directions.
P4
Saying "I do not know" builds more trust than guessing
An honest refusal that names who does know is a measured, rewarded outcome. An invented answer is a defect of the highest severity, not a rounding error.
P5
Outreach that hides its reason gets treated as spam
Anything the line starts says why it is calling in the first sentence and gives an easy way out. That single discipline is the difference between a welcome call and a blocked number.
Quality gates

Four gates every
conversation has to pass.

Speaking to your customers is a regulated act. The stations do the work; the gates decide whether the work was good enough to stand behind. Each one has its own checks, its own measure, and a defined behaviour when it fails.

What it checks
    How it is measured

    What happens when it fails

    Retention, residency, consent, auditability and human oversight sit on the same governance spine as everything else ACE MATES runs. Nothing here is bolted on after the fact.

    Convergence

    Five front doors.
    One line behind all of them.

    Most organisations run a phone team, a chat tool, a shared inbox and somebody watching social — four standards of service, four versions of the truth, and a customer who has to start again each time they switch. Here every channel feeds the same eight stations, at the same moment, at the same standard, into the same record.

    WHEREVER THEY START ALL AT ONCE · NOT QUEUED BEHIND EACH OTHER ONE TRUTH Phone call WhatsApp & SMS Email Social response Website assistant ONE LINE · EIGHT STATIONS SAME TAKT · SAME GATES · SAME STANDARD ONE IDENTITY CHECK ONE GROUNDING ONE RULEBOOK ONE RECORD CRM · TICKET · CALENDAR CONSENT · ANALYTICS SWITCH CHANNEL, KEEP CONTEXT THE CUSTOMER CHANGES CHANNEL MID-CASE AND NEVER REPEATS THEMSELVES. THAT IS THE TEST.
    Phone call Voice · telephony

    What it does here
      Best for

      Where it stops

      How it hands over

      Autonomy

      You decide how much
      it is allowed to do.

      The same line runs in four modes, and you can run different modes for different intents on the same day. Most clients start at the left on one intent and move right as the numbers hold. Every mode is reversible in an afternoon.

        What it will not do

        When you would run it
        Coverage

        Coverage becomes a dial,
        not a hiring decision.

        Until now, every extra hour of cover meant an extra person, a shift premium and a cost base that stayed long after the reason for it had gone. Here you simply choose the hours you want your customers to be able to reach you — and you pay for the conversations that actually happen inside them.

        168
        Hours reachable each week
        Set it once, change it whenever. No notice period, no shift premium, no recruitment round.
        100%
        Of weekly demand now inside cover
        Demand does not stop at 17:00. This is the share of it that can now reach a real answer.
        +123h
        Hours added without a single hire
        Idle hours cost almost nothing. You are buying availability, and paying for conversations.
        The reason this is not just cheaper

        Headcount buys coverage in blocks. You hire a whole person to cover a few busy hours, then carry them through the quiet ones — so the cost of the twelfth hour is the same as the cost of the first, whether anyone calls or not.

        Here the curve bends. Availability is close to free; only the conversation costs. Which means the hours you would never have staffed — the 23:00 enquiry, the Sunday complaint, the holiday booking — stop being a cost question and start being a revenue one.

        Headcount — steps up, never comes down ACE Engage — follows actual use
        COST HOURS OF COVER 45 98 168 +1 FTE EACH STEP COST FOLLOWS USE THE MARGIN

        Coverage levels are illustrative. In a working session the heatmap is set to your real roster and your real arrival pattern, which is when it stops being a diagram and starts being a decision.

        The operations board

        No hidden work.
        Ever.

        The reason a line can be managed and a queue cannot is that nothing on a line is invisible. Every open conversation is a card with an owner, a channel, a language and a mode — whether a person or the agent is holding it. This is the view your operations lead opens on Monday morning, and the one you can open at 03:00 on a Sunday.

        Owner
        Channel
        Time to first response
        0
        Takt held through the evening peak
        Open conversations
        18
        Every one with an owner and a due time
        Needs a human
        4
        Andon pulls, raised by the line itself
        Closed today
        0
        First-pass yield 71% against a 64% norm
        #4812

        What the line flagged
          Next action

          Written back to

          Closed this week, and how much of it needed a person
          Weekend volume is the half you cannot staff for
          3001500 MONTUEWED THUFRISATSUN 188201176 2432629674
          Closed conversations Of which a person was involved

          Illustrative board with representative traffic. In your environment it is wired to your own systems, and the columns are named after your own process.

          Where to start

          Not every conversation
          should go first. Some go last.

          The honest version of this conversation is that automation earns its place in some intents immediately and in others only partly, and never. Volume on one axis, what it costs you when it goes wrong on the other. Select any intent.

          SHARE OF YOUR VOLUME → COST IF IT GOES WRONG → START HERE GRADUATES LAST
          Cleared to run alone Runs with checkpoints Prepares, a person decides Bubble size = cost to serve today

          What has to be true first

          One model, many use cases

          The framework is one.
          The intents are not.

          Eight stations, four gates and four modes do not change from one industry to the next. What changes is the intent library sitting on top: which conversations matter, which moments are regulated, which systems have to be written back to, and what a defect costs in that sector. That library is what we bring, and it is the part that would take you a year to write yourself.

          Working in a sector that is not listed? The stations and the gates are the same. The intent library is what we build with you in the first two weeks.

          NIS2 · GDPR · EU AI Act

          An AI that speaks to your customers is in scope.

          Retention, residency, consent, auditability and human oversight are not features bolted on afterwards. They are the reason ACE Engage sits on the same governance spine as everything else we run — and the reason an auditor can reconstruct any conversation, in either direction, end to end.

          Explore ACE Trust ›
          Start now

          Do not take the model
          on trust. Watch it run on your traffic.

          Three weeks, one intent, one channel. We measure your current baseline first, so the comparison at the end is against your own numbers rather than an industry benchmark. You see the board, the transcripts and the gate scores throughout.

          STEP 01
          We measure what you have
          Your arrival pattern hour by hour, your current takt, your abandonment, your repeat-contact rate. Most teams have never seen these together, and the session is worth having even if it stops here.
          Week 1 · no systems access needed
          STEP 02
          The line runs beside you
          Observe and Assist modes only. The agent handles nothing on its own — it drafts, prepares and scores while your team keeps talking to customers exactly as they do now.
          Weeks 2–3 · one intent, one channel
          STEP 03
          You decide on evidence
          Same intent, same period, two sets of numbers. If the gates hold and the yield moves, you choose the next mode and the next intent. If they do not, you have lost three weeks and nothing else.
          End of week 3 · your call

          Book the pilot at our confidence,
          and at our cost.

          We carry the build. You carry nothing until the numbers are in front of you and you have decided they are good enough to continue. If the pilot does not move the yield, there is no invoice and no obligation — and you keep the baseline measurement either way.

          Three weeks, one intent, one channel — scoped in writing before anything starts
          Your baseline measurement is yours to keep, whatever you decide afterwards
          Runs in Observe and Assist only — no customer meets the agent unreviewed
          Reversible at any point, in an afternoon
          Or write to hello@acemates.org
          Helsingborg, Sweden · +46 72 240 2747