Intradiem ROI: What the Numbers Actually Mean

Written by: Matt Beucler, CEO, Plura AI

Key Takeaways

• The Forrester TEI study models Intradiem’s ROI by summing five benefit lines totaling nearly $26 million before risk adjustments, with training efficiency and agent productivity delivering most of the value.³
• Customer case studies show different returns: Humana reports a 7x ROI over five years and a North American bank reports $6.1 million in annual recurring savings, so outcomes depend on scale, vertical, and time horizon.³
• Re-running the ROI model uses six primary inputs (agent count, loaded hourly cost, AHT, occupancy, adherence, and attrition) and converts theoretical capacity gains into cash savings through avoided hiring or overtime reduction.
• Implementation, integration, and change-management costs often sit outside projections yet typically range from $150,000 to $300,000, so any credible ROI calculation subtracts these expenses before dividing net benefit by total cost.
• Plura AI is an AI-native platform that owns its FCC-licensed carrier stack. Its published ROI calculator shows a 3x average ROI in 90 days for a 15-agent operation.

Where Intradiem Fits In Your Contact Center Stack

Intradiem delivers real-time workforce automation on top of existing ACD (Automatic Call Distribution), CRM (Customer Relationship Management), and WFM (Workforce Management) systems.⁴ It keeps those systems in place and reads data from them every 3 to 5 seconds, then acts on that data in real time.

The platform automates intraday tasks that WFM planners and supervisors usually handle manually. These tasks include schedule adherence enforcement, VTO (Voluntary Time Off) offers during low-volume periods, agent coaching triggers during idle windows, and attendance management. Intradiem integrates with ACD platforms such as Avaya and Genesys and WFM platforms such as Alvaria, IEX, and Verint.

The Forrester TEI (Total Economic Impact) methodology, refined over more than 20 years, quantifies technology value across four dimensions: benefits, costs, flexibility, and risk.⁴ A TEI study builds a modeled composite case from customer interviews and applies risk adjustments before calculating the final ROI figure.

How The Forrester TEI Benefit Lines Stack Up

Forrester’s TEI study of Intradiem, conducted in late 2021, interviewed four existing customers and built a composite organization with 5,500 licenses. The composite organization relied heavily on classroom training before Intradiem and already used ACW (After-Call Work), WFM, and LMS (Learning Management System) systems. Forrester calculated a total three-year benefit of just under $26 million, then applied a 10% reduction to arrive at a net benefit of just under $20 million and the 342% ROI figure.

Training efficiency and agent productivity account for most of the modeled benefit, with VTO, attrition reduction, and administrative efficiencies adding meaningful but smaller contributions.

Benefit Line	Three-Year Figure	What It Actually Measures
Training efficiency	$9.4M	70-80% reduction in agent training-related shrinkage; 25-30% reduction in train-the-trainer labor; 10% reduction in scheduling labor
Agent productivity	$7.7M	33% reduction in new hires (one in three agents no longer required) as a result of Intradiem efficiencies
Voluntary time off (VTO)	$5.3M	2-3 hours per month per agent for the composite organization, translating into overtime avoidance
Attrition reduction	$2.4M	20-25% reduction in agent turnover over three years; 33% of that reduction attributed to Intradiem
Administrative efficiencies	$1.0M	10% WFM improvement for scheduling activities; 25% reduction in labor needs

Two caveats apply to every figure in this table. The study is dated 2022 and the figures are modeled, not audited. The composite organization with 5,500 licenses represents an aggregate profile, so results at a 500-agent operation will differ by design.

See how Plura models ROI for your specific agent count and cost structure.

How To Interpret The Intradiem Customer Case Studies

Humana (7x ROI, five-year partnership). Humana, a Top 40 Fortune 500 healthcare insurance company, reported a 7x return on investment after five years of partnership with Intradiem, with full deployment completed in under six months and in-year payback. In 2025, Humana recorded 2.7 million automated actions, a 45-second AHT (Average Handle Time) reduction, a 4% occupancy gain, and 12,000 VTO hours that translated directly into overtime avoidance. The deployment also unlocked 2 hours of capacity per agent per month, equivalent to 16,000 dynamic work hours and 45,000 automated sessions, and avoided hiring two additional temporary workforce management analysts.

The 7x figure shows that a five-year, phased deployment at a large healthcare insurer can produce that level of return when measured across all deployed solutions. It reflects five years of compounding value rather than a first-year result, so leaders at smaller operations should treat it as a directional benchmark, not a forecast.

North American bank ($6.1M annual recurring savings, 5,000+ advisors). Intradiem has published a figure of $6.1 million in annual recurring savings across a 5,000-plus advisor deployment at a North American bank. This figure measures hard-dollar savings at scale in a financial services environment. It does not disclose the loaded hourly cost, AHT baseline, or occupancy inputs used to derive it, so teams in other verticals should treat it as a proof point for scale, not a plug-and-play assumption.

Online retailer (13-second AHT reduction, 6% adherence gain, 60-day pilot). Intradiem customers typically see an average 60-second reduction in handle time from assistant alerts and about a 2% increase in availability from improved adherence, with some pilots showing faster initial results. A 60-day pilot does not establish three-year durability. Pilot conditions, agent novelty effects, and focused management attention often inflate short-term results. The 13-second AHT reduction and 6% adherence gain are directionally useful but require a longer measurement window before feeding a three-year model.

How To Build Your Own Intradiem ROI Model

HR Cloud’s HR software ROI methodology sums several benefit components to estimate annual savings. A similar structure works for contact center automation when you adapt the components to AHT, occupancy, and adherence.

Annual benefit = AHT savings + occupancy and productivity gains + adherence gains + VTO and overtime optimization + training automation + attrition reduction + WFM and admin savings.

The worked example below uses placeholder inputs that a CFO or operations leader can replace with their own numbers.

Placeholder inputs:

• Agent count: 1,000
• Loaded hourly cost: $28
• AHT: 420 seconds
• Occupancy: 78%
• Adherence: 85%
• Annual attrition: 35%

Step-by-step calculation:

1. AHT savings: (AHT reduction in seconds / current AHT) x agent count x loaded hourly cost x annual hours. A 45-second reduction on a 420-second AHT baseline is a 10.7% reduction. For 1,000 agents working 2,000 hours per year at a $28 loaded cost, that equals approximately $6.0M in theoretical capacity value.
2. Occupancy and productivity gains: (occupancy gain % x agent count x loaded hourly cost x annual hours). A 4% occupancy gain on 1,000 agents at $28 x 2,000 hours equals $2.24M in theoretical capacity.
3. Adherence gains: (adherence gain % x agent count x loaded hourly cost x annual hours). A 1% adherence improvement on 1,000 agents at $28 x 2,000 hours equals $560K.
4. VTO and overtime optimization: (VTO hours x loaded hourly cost). At 2 to 3 hours per agent per month across 1,000 agents, that is 24,000 to 36,000 hours per year. Multiplied by $28, this equals $672K to $1.0M in overtime avoidance.
5. Training automation: (training hours saved x loaded hourly cost). A 70 to 80% reduction in training-related shrinkage on a baseline of 40 training hours per agent per year saves 28 to 32 hours per agent. For 1,000 agents at $28, this equals $784K to $896K.
6. Attrition reduction: (attrition reduction % x agent count x replacement cost per agent). Replacing a single contact center agent can cost 30% to 200% of their annual salary. At a 20% reduction in a 35% attrition rate, 70 fewer replacements per year at $15,000 to $30,000 replacement cost equals $1.05M to $2.1M.
7. WFM and admin savings: (admin hours saved x loaded hourly cost). A 25% reduction in WFM scheduling labor on a team of 10 WFM analysts at $28 x 2,000 hours equals $140K.
8. Gross annual benefit: Sum all benefit lines to get total annual benefit.
9. Net benefit and ROI: Subtract implementation cost, integration effort, and change management to get net benefit. Enterprise contact center automation implementations typically run $150,000 to $300,000 in total implementation cost, with 30 to 40% of that effort going into integration work. Divide net benefit by total cost to get ROI.

The critical distinction for a CFO is that steps 1 through 3 produce theoretical capacity value, not cash savings. A 10.7% AHT reduction on 1,000 agents does not automatically reduce payroll by 10.7%. It creates capacity that only becomes cash savings through avoided hiring, reduced overtime, lower attrition, or additional volume handled without adding headcount. Every benefit line in the Forrester TEI model makes this conversion explicit, and any internal model should do the same.

How To Compare The Three Intradiem ROI Figures

Three figures circulate in Intradiem’s published materials, and each one measures a different outcome over a different time horizon.

• 342% (Forrester TEI, 2022): A three-year, risk-adjusted, modeled ROI for a composite organization with 5,500 licenses. Source: vendor-commissioned Forrester study. Time horizon: three years. Method: modeled from customer interviews, not audited.
• 7x (Humana, 2025): A customer-reported ROI measured across all deployed Intradiem solutions after five years of partnership at a Top 40 Fortune 500 healthcare insurer. Source: Intradiem-published case study published June 30, 2026 (with results also presented in a May 19, 2026 webinar). Time horizon: five years. Method: customer-measured across deployed solutions, not a modeled composite.
• 6-10% (advertised productivity range): A general operational benchmark for intraday automation. Source: Intradiem’s published guidance. Time horizon: near-term, often within weeks. Method: operational metric, not an ROI multiple.

The 342% and 7x figures describe different organization profiles and timeframes, while the 6 to 10% range describes operational efficiency. Each figure serves a different purpose and cannot be compared directly as a single ROI range.

Hidden Costs In Many Intradiem ROI Models

Four cost categories appear consistently in post-deployment reviews but rarely show up in early-stage projections.

• Implementation cost: Platform licensing, professional services, and data preparation. Enterprise contact center automation implementations typically run $150,000 to $300,000, with integration work consuming 30 to 40% of total effort.
• Integration effort: Connecting to existing ACD, WFM, and CRM systems. Simple deployments take 2 to 3 weeks, while complex enterprise deployments with legacy systems take 6 to 12 weeks.
• Change management: Agent adoption, supervisor retraining, and the internal resource time required to manage the system after go-live. A 20 to 30% risk haircut applied to gross savings before they reach the ROI summary provides a conservative adjustment.
• Capacity-to-cash conversion: Productivity gains remain theoretical capacity until the operation converts them through avoided hiring, reduced overtime, or absorbed volume growth. Headcount ROI typically only becomes reportable at 180 days, once freed capacity has had time to reduce overtime costs or offset planned hiring.

Walk through a full-cost ROI model with Plura that includes implementation, integration, and change management from day one.

Intradiem Vs. AI-Native Platforms With Their Own Carrier Stack

Intradiem layers real-time workforce automation on top of existing ACD, CRM, and WFM systems. It automates intraday tasks within the existing stack and keeps the carrier and conversation layers in place.

Plura AI is an AI-native platform that owns its FCC-licensed audio bridging carrier and runs stateful conversations across AI voice, AI SMS, RCS (Rich Communication Services), and AI webchat. Plura issues branded caller ID at the carrier level and runs STIR/SHAKEN (Secure Telephone Identity Revisited/Signature-based Handling of Asserted information using toKENs) authentication on every outbound call.¹ Because every channel writes to a single database, conversation memory persists across voice, SMS, RCS, and webchat.

Plura publishes its own ROI calculator math for a 15-agent operation, showing a 3x average ROI in 90 days. Intradiem integrates with existing systems, while Plura replaces a portion of the carrier layer and the conversation layer.

The two platforms address different problems. Intradiem improves how human agents use their time within an existing contact center stack. Plura replaces a portion of that human agent capacity with AI agents that run on Plura’s carrier infrastructure, with CRM integration and features that support compliance built into the platform. Operators evaluating workforce automation ROI should model both approaches against their own agent count, loaded hourly cost, and volume before committing budget.

Frequently Asked Questions

What Does Intradiem Do?

Intradiem provides real-time workforce automation on top of existing ACD, CRM, and WFM systems. It automates intraday tasks including schedule adherence enforcement, VTO offers during low-volume periods, agent coaching triggers during idle windows, and attendance management. It reads data from existing systems every 3 to 5 seconds and acts on that data without requiring supervisor intervention. It keeps the ACD, WFM, and CRM in place and orchestrates actions between them in real time.

How Is Intradiem ROI Calculated?

Intradiem ROI is calculated by summing benefit lines across AHT savings, occupancy and productivity gains, adherence gains, VTO and overtime optimization, training automation, attrition reduction, and WFM and admin savings. The model then subtracts implementation cost, integration effort, and change management to get net benefit and divides net benefit by total cost. The Forrester TEI methodology applies a risk adjustment to each benefit line before calculating the final ROI figure, which is why the 342% figure is described as risk-adjusted rather than a simple gross-benefit calculation.

What Is The Intradiem Forrester TEI Study?

The Forrester Total Economic Impact study, conducted in late 2021 and published via a March 2022 webinar, was commissioned by Intradiem. Forrester interviewed four existing Intradiem customers and built a composite organization with 5,500 licenses to model the financial impact of the platform. The study reported a three-year ROI of 342% and sub-6-month payback. The composite organization’s total three-year benefit was just under $26 million, which Forrester reduced by 10% to arrive at a net benefit of just under $20 million. The figures are modeled, not audited, and the composite organization represents an aggregate profile rather than a single customer.

Is The Intradiem 342% ROI Figure Audited?

The 342% figure comes from a Forrester TEI study and is modeled, not audited. Forrester’s TEI methodology is a structured, third-party-validated business case framework built from customer interviews and a composite organization, with risk adjustments applied to each benefit line. The result is more rigorous than a simple vendor claim and less definitive than a financial audit. Leaders should review the Forrester study and Intradiem’s published case studies as primary sources before using the figure in an internal business case.

What Inputs Drive Intradiem Call Center Automation ROI?

The six primary inputs are agent count, loaded hourly cost, AHT, occupancy, adherence, and annual attrition rate. Additional inputs include the number of WFM analysts, training hours per agent per year, replacement cost per agent, and the volume of VTO hours currently managed manually. The Forrester TEI composite organization used 5,500 licenses as its scale baseline. Operators with very different agent counts, loaded costs, or attrition rates will see materially different ROI figures even if percentage improvements match the Forrester benchmarks.

Conclusion: How To Use The Intradiem ROI Story In Your Business Case

The Intradiem 342% ROI figure comes from a modeled Forrester TEI study built on five benefit lines across a 5,500-license composite organization. The 7x figure from Humana reflects five years of compounding value at a specific large-scale deployment, and the 6 to 10% productivity range describes operational uplift rather than an ROI multiple. Each number answers a different question and should be treated accordingly.

Any operator building an internal business case for workforce automation ROI needs to run the model with their own agent count, loaded hourly cost, AHT, occupancy, adherence, and attrition inputs. The model should also make the capacity-to-cash conversion explicit before presenting a net benefit figure to a CFO.

Plura AI is an AI-native platform that owns its FCC-licensed carrier stack, publishes its own ROI calculator math, and supports compliance with frameworks such as SOC 2, HIPAA, TCPA, DNC, and STIR/SHAKEN caller ID verification on every outbound call.^1,2 The Plura ROI calculator shows a 3x average ROI in 90 days for a 15-agent operation.

Run your own numbers with Plura’s calculator to see your projected ROI in real time.

Compare plans and rates side by side.

Schedule a working session with Plura to walk through the call center automation ROI model using your inputs.

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