AI Capacity Assessment

Know what AI will really do to your headcount before you sign.

AI vendors sell with their own ROI math. We add back the human work it leaves out: escalations, repeat calls, quality reviews and per-conversation fees. Then we tell you the exact resolution rate the AI must hit before you save a dollar.

Neutral by design: we don't sell AI and we take no vendor referral fees.

The problem

"AI resolves 40%, so you need 40% fewer agents." It doesn't work that way.

Simple vendor math skips five costs that every contact center leader has seen in real life. Put them back and a deal that looked like a headcount cut can lose money.

1

Harder escalations

When the AI hands off, the customer is frustrated and repeats themselves. Those calls take longer.

2

False resolutions

The AI marks it solved. The customer calls back, and a person handles it anyway.

3

Oversight

Someone has to review the AI's work for quality, compliance and audit.

4

Fees on every touch

Per-conversation pricing charges for the calls the AI fails, not just the ones it solves.

5

Queues don't shrink evenly

Smaller teams lose efficiency. 40% fewer calls never means 40% fewer agents.

Same operation, two answers

The gap between the vendor's number and the real one

Staffing needed at each AI resolution rate, modeled with industry-standard Erlang C after escalations, repeat calls and reviews.

FTE needed by AI resolution rate

0102030 0%10%20%30%40%50%60%70%80% AI resolution rate 4.1 FTE the vendor math misses
Real FTE neededVendor-style claim
Break-even resolution rate
47%
Real vs claimed FTE saved at 40%
5.3 vs 9.4
Monthly result at 40%
−$4,020
Service level kept
83% in 30 sec

Illustrative example, not client data: 20,000 calls a month, 6-minute handle time, 80/30 service level, $45K loaded cost per FTE, $1 per AI conversation, $3K monthly platform fee, 20% extra time on escalations, 10% false resolutions, 5% of AI calls reviewed.

How it works

One contact reason. One month of data. One clear answer.

No integrations, no software to install, and no customer personal data. Just the numbers you already report.

1

Share your numbers

Monthly volume, talk, hold and after-call time, hours, service level target, shrinkage and loaded cost. Add the AI vendor's quoted resolution rate and pricing.

2

We model every scenario

Erlang C staffing at every AI resolution rate from 0% to 100%, with escalation time, repeat calls, quality reviews and AI fees included.

3

You get the answer

A branded one-page report and a live readout with Mark: break-even rate, real FTE, cost, payback, and what to negotiate or pilot next.

Break-even resolution rateReal vs vendor FTEMonthly and annual savingsPayback on setupService level and occupancyEvidence rating for every AI number
Proof, not promises

The math is tested against published benchmarks and a year of real calls

Every model rests on its staffing engine, so we tested ours four ways before putting a client's name on a result.

Published benchmark

Exact match

Reproduces the standard Call Centre Helper Erlang C worked example to the decimal.

Independent cross-check

11 of 11

Staffing matched a separately built engine in every scenario, from 3 agents to 200+.

Real-world back-test

361,417 calls

A full year of bank call center data. Actual service fell inside the model's predicted range, hour by hour.

Conservative by design

No padding

The model leans toward slightly more staff, so the savings it shows are savings you can defend.

Who it's for

For the people who have to live with the AI decision

COOs and VPs of Operations

Decide whether to buy, and what results to hold the vendor to.

WFM leaders

Build the staffing plan for after go-live with numbers that hold up.

CFOs and procurement

Check the vendor's ROI case before the contract is signed, not after.

BPO executives

Show clients what work remains after AI and protect contracts and pricing at renewal.

CX consultants

Give clients a defensible, repeatable model instead of a one-off spreadsheet.

Transformation teams

Sequence pilots by the contact reasons where AI can actually pay back.

Pricing

Clear, fixed prices. Start free.

Every paid engagement includes a mutual NDA, a branded report and a live readout.

AI Reality Check

A first look, live, on one contact reason
Free
30-minute video call
  • Your numbers entered live
  • Break-even rate on the spot
  • Real vs vendor FTE
  • No file to download, no obligation
Book a check

Program Assessment

Up to 5 contact reasons or channels
$4,500
fixed fee; timeline agreed at kickoff
  • Everything in the Assessment
  • Ranking of where AI pays back first
  • Pilot design and success measures
  • Executive presentation
  • Vendor negotiation points
Plan a program

BPO & Enterprise

Recurring assessments for your clients or sites
Custom
annual agreement
  • Assessments across clients or sites
  • Co-branded client reports
  • Renewal and RFP support
  • Priority access to the licensed tool
Talk to Mark
Founding client

25% off your first assessment

For our first five clients, in exchange for an anonymized case study.

Pilot guarantee

Free rerun with real results

Run your pilot, send the measured numbers within 90 days, and we update your report at no charge.

BPO partner

15% off for BPO partners

BPOs that bring assessments for their clients get partner pricing on every engagement.

Prices in US dollars. One offer per engagement. Travel, if requested, is billed at cost.

Beyond AI

Contact center and BPO advisory, from the people side of the KPI

Creative Contact Solutions helps BPOs, contact centers and customer operations leaders turn operational friction into measurable performance, starting beneath the KPI.

Operational diagnostics

Find the workflow, staffing and leadership causes behind missed service levels, CSAT and cost targets.

Performance recovery

Turnaround plans with a clear operating cadence: daily huddles, weekly reviews, MBRs and QBRs.

Workforce management

Staffing models, schedule adherence, shrinkage and overtime control that hold up week to week.

Quality and coaching systems

Scorecards and coaching frameworks that move QA, handle time and retention together.

Vendor and BPO governance

Onshore, nearshore and offshore partner management, SLAs, and executive-ready QBR narratives.

AI-enabled workflow evaluation

Where AI assist and automation fit, what oversight they need, and how to measure them honestly.

Creative Contact Solutions logo

Mark Allen

Founder and Principal Consultant

15+ yrscontact center and BPO leadership
3 countriesUS, Mexico and the Philippines
250+ FTElargest operation led
$8M+outsourced services managed
About

Built by an operator, not a software vendor

Mark Allen has spent more than 15 years running contact centers and managing BPO partners across the US, Mexico and the Philippines, from the floor to multi-site P&L. He built the AI Capacity Assessment because leaders kept being asked to sign AI contracts based on math that no operations leader would accept.

58%lower cost per contact through vendor governance and workflow redesign
14% → 54%subscription retention after save-workflow redesign
98%+SLA adherence, up from the low 90s in two quarters
20–30%less abandonment through routing and staffing redesign

Outcomes from Mark's operating roles before founding Creative Contact Solutions; they inform CCS advisory work and are not CCS client results.

Questions

Common questions

Do you sell AI or take vendor referral fees?

No. The assessment is only useful if it's neutral, so we don't resell AI products and we don't accept referral fees from vendors.

What data do you need, and is it safe?

Only operating totals you already report: volumes, handle times, hours, service targets, shrinkage and cost per FTE, plus the vendor's quote. No customer personal data. Every paid engagement starts with a mutual NDA.

Our AI vendor says they'll resolve 60%. Can you check that?

Yes. We show what 60% would really mean for staffing and cost, what it takes to break even, and which assumptions the vendor's number depends on, so you know what to put in the contract and test in a pilot.

Does this work for chat and email, not just voice?

The current model covers voice queues in depth. Chat and email are modeled on request as part of a Program Assessment.

Can I buy the calculator itself?

A licensed version for internal teams and BPOs is planned. Ask about early access when you contact us.

How accurate is it?

The staffing engine matches published benchmarks exactly and was back-tested on 361,417 real calls. AI results are only as good as the AI assumptions, which is why every number is tagged as an estimate, vendor claim, pilot result or measurement, and why we offer a free rerun with pilot results.

Contact

Book a free AI Reality Check

Thirty minutes, one contact reason, your numbers. You'll leave knowing the resolution rate your AI has to hit.

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