A Forrester Total Economic Impact™ Study Commissioned By Everseen, September 2024
During the past several decades, retailers have made substantial investments to deploy self-checkout with an eye toward improving the customer experience, minimizing shrink, and creating operational efficiencies. However, as self-checkout usage increases, so does shrink. To combat this threat, retailers began adding weigh scales and increasing staff monitoring. Since then, errors and false alarms have led staff and customers alike to ignore weigh-scale alerts, defeating their purpose. Meanwhile shoppers are left with a bad customer experience. In response, Everseen developed Evercheck, an AI-powered computer-vision solution aimed at preventing loss and protecting retailers’ bottom lines.
Everseen is an AI-powered computer-vision software-as-a-service (SaaS) provider for retailers that offers a suite of shrink-reduction solutions on its Everseen AI platform, which is deployed at retailers around the globe. The primary solution on the platform is Evercheck, which detects potential shrink-related issues at self-checkouts and staffed lanes. It identifies anomalies such as unscanned items and product switching, which prompts shoppers and store associates to correct the detected issues. Evercheck’s settings can be configured for the specific needs of each retail location, balancing loss prevention with the overall customer experience. The Everseen AI platform includes other solutions including Evereagle, Evershelf, Everdoor, retailer-developed applications, and third-party applications.
Everseen commissioned Forrester Consulting to conduct a Total Economic Impact™ (TEI) study 1 and examine the potential return on investment (ROI) that enterprises may realize by deploying Evercheck. The purpose of this study is to provide readers with a framework to evaluate the potential financial impact of Evercheck on their organizations.
To better understand the benefits, costs, and risks associated with this investment, Forrester interviewed four representatives with experience using Evercheck. For the purposes of this study, Forrester aggregated the interviewees’ experiences and combined the results into a single composite organization that is a retail organization with $20 billion in annual revenue, a total employee base of 65,000, and a 50% rate of transactions going through self-checkout.
Interviewees said that prior to using Evercheck, their organizations leveraged limited technologies, but they did have weigh scales at all self-checkouts. The limitations imposed by this scenario led to an unacceptably high number of losses, a high labor burden to maintain weigh scale databases, poor customer experiences related to checkout interruptions from false positives, and a poor understanding of the actual losses the organizations were incurring due to both malicious activity and honest errors.
Interviewees said that after the investment in Evercheck, their organizations recouped substantial value by reducing shrink while improving their customer experiences. Key results from the investment include the added value of recouped losses, an increase in productivity by staff that could be deployed to higher value work, and a decrease in technology costs. Importantly, the organizations did all this while improving their customer experiences and with an eye toward deploying more Everseen solutions on the Everseen AI platform to cover other parts of their retail locations beyond the checkout.
Quantified benefits. Three-year, risk-adjusted present value (PV) quantified benefits for the composite organization include:
Unquantified benefits. Benefits that provide value for the composite organization but are not quantified for this study include:
Costs. Three-year, risk-adjusted PV costs for the composite organization include:
The representative interviews and financial analysis found that the composite organization experiences benefits of $39.7 million over three years versus costs of $8.4 million, adding up to a net present value (NPV) of $31.3 million and an ROI of 374%.
Return on investment (ROI)
Net present Value
Payback
Percent annual revenues recovered with Evercheck
Benefits PV
Costs PV
The benefits ($39.7M over three years) versus the costs ($8.4M) adding up to the NPV and ROI above will be explained in detail here.
From the information provided in the interviews, Forrester constructed a Total Economic Impact™ framework for those organizations considering an investment in Evercheck.
The objective of the framework is to identify the cost, benefit, flexibility, and risk factors that affect the investment decision. Forrester took a multistep approach to evaluate the impact that Evercheck can have on an organization.
Interviewed Everseen stakeholders and Forrester analysts to gather data relative to Evercheck.
Interviewed four representatives at organizations using Evercheck to obtain data about costs, benefits, and risks.
Designed a composite organization based on characteristics of the interviewees’ organizations.
Constructed a financial model representative of the interviews using the TEI methodology and risk-adjusted the financial model based on issues and concerns of the interviewees.
Employed four fundamental elements of TEI in modeling the investment impact: benefits, costs, flexibility, and risks. Given the increasing sophistication of ROI analyses related to IT investments, Forrester’s TEI methodology provides a complete picture of the total economic impact of purchase decisions. Please see Appendix A for additional information on the TEI methodology.
Readers should be aware of the following:
This study is commissioned by Everseen and delivered by Forrester Consulting. It is not meant to be used as a competitive analysis.
Forrester makes no assumptions as to the potential ROI that other organizations will receive. Forrester strongly advises that readers use their own estimates within the framework provided in the study to determine the appropriateness of an investment in Evercheck.
Everseen reviewed and provided feedback to Forrester, but Forrester maintains editorial control over the study and its findings and does not accept changes to the study that contradict Forrester’s findings or obscure the meaning of the study.
Everseen provided the customer names for the interviews but did not participate in the interviews.
Consulting Team:
Nick Mayberry
| Role | Industry | Region | Percentage of Evercheck transactions |
|---|---|---|---|
| GM of omnichannel | Retail | Multinational | 83% |
| VP of AP and safety | Grocery retail | US | 70% |
| Director | Grocery retail | APAC | 81% |
| VP of AP and safety | Regional grocery retail | US | 64% |
Before deploying Evercheck, each interviewee’s organization had made significant investments in self-checkouts and subsequent investments in weigh scales to protect against loss. Only one organization had made a relatively minor investment in automated video surveillance technology.
The interviewees noted how their organizations struggled with common challenges, including:
The interviewees’ organizations searched for a solution that could:
Based on the interviews, Forrester constructed a TEI framework, a composite company, and an ROI analysis that illustrates the areas financially affected. The composite organization is representative of the four interviewees, and it is used to present the aggregate financial analysis in the next section. The composite organization has the following characteristics:
Description of composite. The composite organization is a grocery retailer that sells fast-moving consumer goods, general merchandise, and sundry items with some mix of gasoline and prescription product offerings at various locations. Operating at the regional level, the composite has total revenues of $20 billion and a total employee base of 65,000. At any given time, it has 4,000 active retail staff members operating its locations. Fifty percent of its transactions go through self-checkout lanes, all of which have weigh scales deployed.
Deployment characteristics. To detect and reduce the high number of losses from its self-checkout lanes while protecting against any negative customer experience, the composite chooses to deploy Evercheck at each of its 200 locations. It implements Evercheck at all of its self-checkout lanes and approximately 30% of its staffed lanes. Once fully deployed, Evercheck covers 65% of the composite’s total transactions. During the implementation period, the composite calibrates Evercheck to its liking so that benefits and costs remain static compared to its prior state.
| Ref. | Benefit | Year 1 | Year 2 | Year 3 | Total | Present Value |
|---|---|---|---|---|---|---|
| Atr | Loss reduction | $14,974,747 | $14,974,747 | $14,974,747 | $44,924,242 | $37,239,980 |
| Btr | Improved productivity of staff | $745,716 | $745,716 | $745,716 | $2,237,148 | $1,854,485 |
| Ctr | Technology savings | $255,000 | $255,000 | $255,000 | $765,000 | $634,147 |
| Total benefits (risk-adjusted) | $15,975,463 | $15,975,463 | $15,975,463 | $47,926,389 | $39,728,612 | |
Evidence and data. Each interviewee said their organization reduced losses after deploying Evercheck. They explained that Evercheck uses visual artificial intelligence to analyze product movements at checkout while maintaining shopper and associate privacy and that it compares the analyzed scenario against the ideal scenario and notifies the customer and associate at both self-checkout and staffed lanes to correct the situation. In doing so, interviewees said it protects against customers and staff failing to scan an item correctly, leaving items in baskets or carts, switching product barcodes, and leaving the store with items after abandoning the transaction. They also said it provides instantly available video that takes subjectivity out of the conversation if necessary.
The VP of AP and safety from the US regional grocery retailer said: “Evercheck created the notion of a nudge. When the customer does not scan an item correctly at self-checkout, Evercheck shows them how they need to re-scan it. Seventy-five percent of the time, they would. The other 25% of the time, they would scan a different item. That’s when we would suspend the transaction and alert a self-checkout attendant to assist the customer.”
Interviewees shared recovering the below approximate annual values per location with Evercheck:
On value recovered, the GM of omnichannel from multinational retailer said, “Evercheck is exceeding the value that we thought we would recover.” The VP of AP and safety from the regional grocery retailer shared, “Evercheck contributed to 13 consecutive quarterly drops in shrink.”
The strength of detection and how many nudges to give before alerting an associate can be configured by each retailer to match the desired customer experience. The interviewees noted that achieving the ideal customer experience was a balancing act. For example, at higher-shrink locations, retailers may lower the threshold for alerts and be willing to tolerate a higher number of checkout disruptions — some of which may be inadvertent or false positives. The VP of AP and safety at a US national grocery retailer said: “It’s important to balance store efficiency, customer experience, and shrink management. But if we dialed Evercheck up, we would recover more shrink.” The director at the APAC grocery retailer shared, “If we set Evercheck at full power and implemented additional team trainings, we would be extracting 20% to 30% more value.”
The interviewees also agreed that Evercheck had a deterrence effect on shrink, as well. The VP of AP and safety at the US national grocery retailer noted: “It’s difficult to measure, but we have seen a deterrence effect. The way we’ve analyzed it is that the number of alerts with [Evercheck] has gone down steadily after implementation and without us reconfiguring anything. This tells us that theft has been deterred, and honest customers have been better educated on self-checkout processes.” The VP of AP and safety from the US regional grocery retailer said: “Malicious actors will always seek the path of least resistance. That isn’t Evercheck.”
Modeling and assumptions. For the composite organization, Forrester models:
Risks. The value of reduced losses will vary with:
Results. To account for these risks, Forrester adjusted this benefit downward by 15%, yielding a three-year, risk-adjusted total PV (discounted at 10%) of $37.2 million.
| Ref. | Metric | Source | Year 1 | Year 2 | Year 3 | |
|---|---|---|---|---|---|---|
| A1 | Total revenues | Composite | $20,000,000,000 | $20,000,000,000 | $20,000,000,000 | |
| A2 | Percent deployment of Evercheck | Composite | 65% | 65% | 65% | |
| A3 | Revenues running through Evercheck | A1*A2 | $13,000,000,000 | $13,000,000,000 | $13,000,000,000 | |
| A4 | Percent of revenues recovered via Evercheck | Interviews | 0.14% | 0.14% | 0.14% | |
| At | Loss reduction | A3*A4 | $17,617,350 | $17,617,350 | $17,617,350 | |
| Risk adjustment | ↓15% | |||||
| Atr | Loss reduction (risk-adjusted) | $14,974,747 | $14,974,747 | $14,974,747 | ||
| Three-year total: $44,924,242 | Three-year present value: $37,239,980 | |||||
Evidence and data. The interviewees also shared that Evercheck had a positive impact on staff productivity at their retail locations. The VP of AP and safety at the US national grocery retailer detailed, “With the massive reduction in false positives moving from weigh scales to Evercheck, we’ve been able to reduce our staffing ratios at the self-checkout and redeploy these attendants to more productive work, like assisting customers on the floor.”
The GM of omnichannel at the multinational retailer stated: “We now have a better understanding of the number of associates required at self-checkout. We’ve been able to task 15% of those workers with other more productive uses of their time.” The VP of AP and safety from the US regional grocery retailer agreed, saying: “We’ve seen a massive improvement in staff productivity. Staff used to call the attendant stand a ‘vacation station,’ but Evercheck has increased the quality and productivity of our self-checkout attendants.”
Modeling and assumptions. For the composite organization, Forrester models:
Risks. The value of improved staff productivity will vary with:
Results. To account for these risks, Forrester adjusted this benefit downward by 15%, yielding a three-year, risk-adjusted total PV (discounted at 10%) of $1.9 million.
| Ref. | Metric | Source | Year 1 | Year 2 | Year 3 | |
|---|---|---|---|---|---|---|
| B1 | Total retail staff members | Composite | 4,000 | 4,000 | 4,000 | |
| B2 | Percent deployment of Evercheck | Composite | 65% | 65% | 65% | |
| B3 | Improved productivity of staff | Interviews | 15% | 15% | 15% | |
| B4 | Fully burdened annual rate for a staff member | TEI standard | $22,495 | $22,495 | $22,495 | |
| B5 | Productivity recapture rate | TEI standard | 10% | 10% | 10% | |
| Bt | Improved productivity of staff | B1*B2*B3*B4*B5 | $877,313 | $877,313 | $877,313 | |
| Risk adjustment | ↓15% | |||||
| Btr | Improved productivity of staff (risk-adjusted) | $745,716 | $745,716 | $745,716 | ||
| Three-year total: $2,237,148 | Three-year present value: $1,854,485 | |||||
Evidence and data. The interviewees shared that their organizations would replace the limited technologies they had in place before using Evercheck. For example, the VP of AP and safety from the US national grocery retailer shared having a video technology solution that would capture and analyze loss-related anomalies and report them to the retailer after the fact. Based on this, the organization hoped to train employees better or implement other controls to address specific kinds of loss, but it could only impact future losses. It could not stop loss as it happened.
The interviewees also noted that their organizations optionally could choose to accrue additional savings by removing the weigh scales in favor of Evercheck. For example, the US national grocery retailer chose to remove its weigh scales which led to additional unquantified savings while the multinational retailer decided to keep its weigh scales and use both solutions in tandem.
Modeling and assumptions. For the composite organization, Forrester models that the composite previously spent approximately $1,500 annually at each of its 200 locations on fees and management costs for a video technology solution that Evercheck replaces.
Risks. The value of technology savings will vary with:
Results. To account for these risks, Forrester adjusted this benefit downward by 15%, yielding a three-year, risk-adjusted total PV (discounted at 10%) of $634,000.
| Ref. | Metric | Source | Year 1 | Year 2 | Year 3 | |
|---|---|---|---|---|---|---|
| C1 | Technology savings per store | Interviews | $1,500 | $1,500 | $1,500 | |
| C2 | Total locations | Composite | 200 | 200 | 200 | |
| Ct | Technology savings | C1*C2 | $300,000 | $300,000 | $300,000 | |
| Risk adjustment | ↓15% | |||||
| Ctr | Technology savings (risk-adjusted) | $255,000 | $255,000 | $255,000 | ||
| Three-year total: $765,000 | Three-year present value: $634,147 | |||||
Interviewees mentioned the following additional benefits that their organizations experienced but were not able to quantify:
The value of flexibility is unique to each customer. There are multiple scenarios in which a customer might implement Evercheck and later realize additional uses and business opportunities. One such scenario includes:
Flexibility would also be quantified when evaluated as part of a specific project (described in more detail in Appendix A).
| Ref. | Cost | Initial | Year 1 | Year 2 | Year 3 | Total | Present Value |
|---|---|---|---|---|---|---|---|
| Dtr | Evercheck fees | $0 | $1,872,000 | $1,872,000 | $1,872,000 | $5,616,000 | $4,655,387 |
| Etr | Cost of implementation and deployment | $3,570,000 | $0 | $0 | $0 | $3,570,000 | $3,570,000 |
| Ftr | Time cost of training | $0 | $86,250 | $52,613 | $52,613 | $191,475 | $161,419 |
| Total costs (risk-adjusted) | $3,570,000 | $1,958,250 | $1,924,613 | $1,924,613 | $9,377,475 | $8,386,806 | |
Evidence and data. The interviewees said their organizations pay Evercheck fees based on the number of lanes covered per week across the location footprint.
Modeling and assumptions. For the composite organization, Forrester models:
Risks. The actual cost of Evercheck fees will vary with:
Results. Forrester priced the composite organization directly with Everseen. As such, no risk adjustment has been made, yielding a three-year total PV (discounted at 10%) of $4.7 million.
| Ref. | Metric | Source | Initial | Year 1 | Year 2 | Year 3 |
|---|---|---|---|---|---|---|
| D1 | Average cost of Evercheck per lane | Everseen | $0 | $936 | $936 | $936 |
| D2 | Average lanes per location with Evercheck | Everseen | 0 | 10 | 10 | 10 |
| D3 | Stores with Evercheck | C2 | 0 | 200 | 200 | 200 |
| Dt | Evercheck fees | D1*D2*D3 | $0 | $1,872,000 | $1,872,000 | $1,872,000 |
| Risk adjustment | 0% | |||||
| Dtr | Evercheck fees (risk-adjusted) | $0 | $1,872,000 | $1,872,000 | $1,872,000 | |
| Three-year total: $5,616,000 | Three-year present value: $4,655,387 | |||||
Evidence and data. The interviewees noted that their organizations incur implementation and deployment costs for each lane covered by Evercheck. These costs include the cost of servers, cameras, internal labor, and external labor. According to interviewees, the average cost of these items adds an up-front capital expense of up to approximately $1,700 per lane.
Modeling and assumptions. For the composite organization, Forrester models that the composite’s up-front capital expense per lane for equipment and labor where Evercheck is implemented is $1,700.
Risks. The actual cost of implementation and deployment will vary with:
Results. To account for these risks, Forrester adjusted this cost upward by 5%, yielding a three-year, risk-adjusted total PV (discounted at 10%) of $3.6 million.
| Ref. | Metric | Source | Initial | Year 1 | Year 2 | Year 3 |
|---|---|---|---|---|---|---|
| E1 | Average up-front capital expense per lane | Interviews | $1,700 | $0 | $0 | $0 |
| E2 | Average lanes per location with Evercheck | Composite | 10 | 0 | 0 | 0 |
| E3 | Stores with Evercheck | C2 | 200 | 0 | 0 | 0 |
| Et | Cost of implementation and deployment | E1*E2*E3 | $3,400,000 | $0 | $0 | $0 |
| Risk adjustment | ↑5% | |||||
| Etr | Cost of implementation and deployment (risk-adjusted) | $3,570,000 | $0 | $0 | $0 | |
| Three-year total: $3,570,000 | Three-year present value: $3,570,000 | |||||
Evidence and data. Lastly, the interviewees acknowledged that their organizations incur time costs associated with training their workforces on how best to use Evercheck as well as training staff members based on learnings acquired from the use of Evercheck.
Modeling and assumptions. For the composite organization, Forrester models:
Risks. The cost of training may vary with:
Results. To account for these risks, Forrester adjusted this cost upward by 15%, yielding a three-year, risk-adjusted total PV (discounted at 10%) of $161,000.
| Ref. | Metric | Source | Initial | Year 1 | Year 2 | Year 3 |
|---|---|---|---|---|---|---|
| F1 | Total employees trained | Composite | 0 | 4,000 | 2,440 | 2,440 |
| F2 | Time needed for training (hours) | Interviews | 1.25 | 1.25 | 1.25 | |
| F3 | Average fully burdened hourly rate for a trained employee | TEI standard | $15 | $15 | $15 | |
| Ft | Time cost of training | F1*F2*F3 | $0 | $75,000 | $45,750 | $45,750 |
| Risk adjustment | ↑15% | |||||
| Ftr | Time cost of training (risk-adjusted) | $0 | $86,250 | $52,613 | $52,613 | |
| Three-year total: $191,475 | Three-year present value: $161,419 | |||||
The financial results calculated in the Benefits and Costs sections can be used to determine the ROI, NPV, and payback period for the composite organization’s investment. Forrester assumes a yearly discount rate of 10% for this analysis.
These risk-adjusted ROI, NPV, and payback period values are determined by applying risk-adjustment factors to the unadjusted results in each Benefit and Cost section.
| Initial | Year 1 | Year 2 | Year 3 | Total | Present Value | |
|---|---|---|---|---|---|---|
| Total costs | ($3,570,000) | ($1,958,250) | ($1,924,613) | ($1,924,613) | ($9,377,475) | ($8,386,806) |
| Total benefits | $0 | $15,975,463 | $15,975,463 | $15,975,463 | $47,926,389 | $39,728,612 |
| Net benefits | ($3,570,000) | $14,017,213 | $14,050,851 | $14,050,851 | $38,548,914 | $31,341,806 |
| ROI | 374% | |||||
| Payback | <6 months | |||||
Total Economic Impact is a methodology developed by Forrester Research that enhances a company’s technology decision-making processes and assists vendors in communicating the value proposition of their products and services to clients. The TEI methodology helps companies demonstrate, justify, and realize the tangible value of IT initiatives to both senior management and other key business stakeholders.
Benefits represent the value delivered to the business by the product. The TEI methodology places equal weight on the measure of benefits and the measure of costs, allowing for a full examination of the effect of the technology on the entire organization.
Costs consider all expenses necessary to deliver the proposed value, or benefits, of the product. The cost category within TEI captures incremental costs over the existing environment for ongoing costs associated with the solution.
Flexibility represents the strategic value that can be obtained for some future additional investment building on top of the initial investment already made. Having the ability to capture that benefit has a PV that can be estimated.
Risks measure the uncertainty of benefit and cost estimates given: 1) the likelihood that estimates will meet original projections and 2) the likelihood that estimates will be tracked over time. TEI risk factors are based on “triangular distribution.”
The initial investment column contains costs incurred at “time 0” or at the beginning of Year 1 that are not discounted. All other cash flows are discounted using the discount rate at the end of the year. PV calculations are calculated for each total cost and benefit estimate. NPV calculations in the summary tables are the sum of the initial investment and the discounted cash flows in each year. Sums and present value calculations of the Total Benefits, Total Costs, and Cash Flow tables may not exactly add up, as some rounding may occur.
1 Total Economic Impact is a methodology developed by Forrester Research that enhances a company’s technology decision-making processes and assists vendors in communicating the value proposition of their products and services to clients. The TEI methodology helps companies demonstrate, justify, and realize the tangible value of IT initiatives to both senior management and other key business stakeholders.
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