A weekly sales report can be a very comfortable object. It arrives on time. It has columns. Someone has probably chosen a pleasing shade of blue. It can also leave a business doing precisely what it did last week. Jonathan Golovin had a question for the people producing these reports: “So what do we do about it?”
He put that question into a 2011 article about retail execution. Teams, he argued, could become so accustomed to making the same reports that they stopped asking whether those reports changed anything. A figure showing sales above the previous year might be reassuring. It did not, by itself, tell anyone what to do next.
That small irritation offers an entrance to a career stretching from manufacturing software to retail analytics. Golovin founded Consilium, founded the event management company Vigilance, and co-founded the business that became Retail Solutions, or RSi. Across those companies, his work kept returning to operations: the place where an attractive plan has to encounter a real product.
The repeated interest is visible in the businesses and in his writing. Information has to reach someone who can use it. The machine must get its next job; the supplier must understand demand; the retailer must have something to sell. A dashboard can announce success with considerable elegance while leaving all three waiting.
Before the supermarket, the factory
Golovin holds a bachelor of science degree from Cornell University and a doctorate from the Massachusetts Institute of Technology. His professional foundations were in manufacturing execution systems, the software concerned with what happens inside production operations. Consilium, where he was founder and chairman, later became part of Applied Materials.
In 2000, semiconductor industry association SEMI recognized Golovin alongside Doug Scott and John DeBolt for work on manufacturing execution systems and the development of PROMIS and COMETS. The recognition places him in a particular history of computing: software helping physical production become more observable and manageable.
His book, Achieving Stretch Goals: Best Practices in Manufacturing for the New Millennium, appeared in 1997 through Prentice Hall PTR. Its subjects include plant performance, scheduling, cost, quality and manufacturing systems. The title sounds ambitious; the contents are occupied with the details that ambition tends to delegate.
The book belongs in his story because it makes the continuity easier to see. Before retail data became his business, he was already writing about improving operations. Factories and supermarkets have different vocabularies, but both offer many opportunities for a process to look orderly from a distance and less orderly up close.
Four founders, one small electronic tag
In October 2003, Golovin joined Peter Rieman, Richard Swan and Shantha Mohan to found T3Ci. The business focused on analyzing radio-frequency identification data. RFID tags could generate records of product movement, giving suppliers another way to investigate what happened after goods left their own premises.
Procter & Gamble became an early collaborator. In May 2005, the two companies were reported to have signed a five-year agreement to develop applications using electronic product code data. Proposed applications included understanding out-of-stocks, promotions and new product introductions. These were practical questions with commercial consequences, rather than demonstrations arranged simply to admire a tag.
There was a catch in the technology. A radio reader could detect a tag without a direct view, and consequently detect things that were merely passing nearby. Early reporting on T3Ci described false reads and the rules needed to deal with them. A record of detection required interpretation before anyone could treat it as a record of business activity.
The startup also published a white paper drawing a parallel with manufacturing: improve data quality, establish visibility, respond to problems, then optimize operations. That sequence matters. Better decisions depend on reliable observations. Without them, automation merely gives a misunderstanding a more efficient means of transport.
A company learns to look beyond its tag
The business widened. After acquiring VeriSign’s Retail Data Services operation, T3Ci announced the Retail Solutions name in January 2008. Its offering now brought together several kinds of downstream information, including sales, supply chain records, merchandiser feedback and RFID reads. The commercial question survived the change in the company’s name.
This is the useful turn in Golovin’s founder story. A company formed around a particular data technology developed a broader role between retailers and manufacturers. It could help interpret the records already emerging from retail operations, rather than depend entirely on the original mechanism for observing product movement.
Golovin during his RSi leadership years. Photo: The Silicon Review.
By September 2010, Retail Solutions had raised a $15.2 million Series C round led by Investor Growth Capital, with SAP Ventures among the returning investors. Golovin, described then as executive chairman, emphasized the investor’s relationships in Europe and Asia. More than 350 companies were reported to be using the software.
Deloitte’s 2015 Technology Fast 500 list placed Retail Solutions at number 470, recording 122 percent growth and naming Golovin as CEO. The listing offers a dated marker of the company’s progress during his leadership. It also situates RSi among software businesses being measured by revenue growth, some distance from the experiments with electronic tags that had occupied its early years.
In 2013, he was preparing to present at the Needham Growth Conference in New York. RSi said it expected about $50 million in revenue that year. That was an expectation, not a reported annual result, but it shows the scale of the business he was explaining to investors: subscription software addressing ordinary retail work across many customers.
The unit of attention: one item, one store, one day
Golovin described the parties’ different priorities succinctly: “Suppliers want real-time data. Retailers want strategic insights.” RSi’s job occupied the space between those requests. A manufacturer needed to understand how its products were performing across retail partners. A retailer needed a useful view of what was happening in its stores.
The work underneath could be less photogenic than the resulting chart. Records had to be collected, cleaned and harmonized. RSi then used them for applications covering such activities as product introductions and promotion effectiveness. The company’s usefulness depended on making information comparable enough to support a decision.
By 2016, its platform was described as processing records from more than 150 retailers across more than 150,000 locations. Its analysis worked at the level of a store, an item and a day, as well as a distribution center, an item and a day. That granularity gave a team a more specific place to investigate.
A broad total and a local exception can tell different stories. In Golovin’s business, the exception deserved attention because it might indicate a problem someone could address. Serving analysts was part of the job; so was helping operational teams decide where their next effort belonged.
Software meets the awkward business of cooperation
Golovin’s 2011 writing on getting started with downstream data warned against treating it simply as an IT project. He emphasized organizational change and jointly defined processes. The practical challenge extended beyond buying software: people in different companies needed to agree on what to do with the information.
“So what do we do about it?”
Jonathan Golovin · on the purpose of retail reporting, 2011
Two years later, he described a second wave of retail data sharing. Early initiatives had been driven by retailers. Suppliers were now asking for access themselves, sometimes proposing pilots to demonstrate the benefit. His account treated collaboration as something built through persuasion and useful evidence, rather than something installed alongside a database.
RSi also convened people in person. Its October 2016 Retailer Executive Summit in Dallas brought together retail leaders from supply chain, IT and senior management. Sessions covered subjects including ecommerce, collaboration and predictive analytics. Golovin spoke about improving the shopping experience and the relationships between retailers and suppliers.
There is a fittingly human detail in that gathering. A business devoted to exchanging data still had reason to bring its partners into a room. Retail systems can exchange records automatically; commercial partners have objectives to reconcile, priorities to explain and questions for which another export of the spreadsheet is an inadequate answer.
The business moves on; the question stays
In October 2020, IRI acquired RSi. Bert Clement was the chief executive quoted in the acquisition announcement. Golovin’s contribution belongs to the company’s founding and earlier leadership, including his service as CEO and executive chairman. Keeping those chapters distinct gives the later business its own history.
IRI said RSi’s products had been used by more than three-quarters of the world’s 50 largest consumer packaged goods manufacturers. The acquisition brought supply chain and shelf-availability capabilities into IRI’s wider offering. Financial terms were not disclosed. The company that began with tag data had become part of a larger analytics operation.
The Circana name arrived in March 2023, following the merger of IRI and The NPD Group in August 2022. It explains the current corporate description attached to RSi. The chain of names can look complicated, but the underlying business remains legible: understanding consumer demand and helping companies respond.
Lead Edge Capital’s investor network lists Golovin as a Retail Solutions co-founder, board member and former CEO, and as Consilium’s founder and former chairman and CEO. Its biography also supplies a detail beyond the enterprise software: he enjoys traveling globally with his wife and exploring different cultures.
The personal detail sits comfortably beside a career spent working across organizations, though travel needs no business justification. There are places worth visiting without a performance indicator attached. Golovin’s professional record, meanwhile, leaves a very practical question on the table. Once the information arrives, who changes what they do? The next report can wait for an answer.