Mmuae ntɛm:Yiw - ɛlɛtrɔnik shelf nkyerɛwde ma bo a ɛyɛ nnam tumi yɛ yiye wɔ mfiridwuma mu wɔ honam fam sotɔɔ ahorow mu. Nanso mprempren adanse kyerɛ sɛ U.S. aguadifo a wɔtɔn nnuan no mfa nni dwuma mma bo a ɛkɔ soro. 2025 UC San Diego nhwehwɛmu bi a ɛhwehwɛɛ nneɛma ɔpepem 180 a wɔahyɛ no nsow mu no anhu bere ankasa -bere mu bo a ɛkɔ soro wɔ ESL a wɔde adi dwuma akyi. Nneɛma titiriw a wɔde di dwuma nnɛ ne markdown automation ma perishables, bo a wɔbɔ no pɛpɛɛpɛ nkɔso, adwumayɛfo ka so tew, ne omnichannel bo a ɛkɔ so pɛpɛɛpɛ.
Ɛlektrɔnik Shelf Labels ne Dynamic Pricing: Nea Enti a Akyinnyegye Yi Ho Hia Mprempren
Wɔn a wɔtɔn nnuan wɔ United States nyinaa de ɛlɛtrɔnik nneɛma a wɔde kyerɛw nneɛma a wɔde gu nneɛma so resesa nkrataa bo a wɔakyerɛw so wɔ ahoɔhare a obiara anhyɛ ho nkɔm mfe anum a atwam ni no. Wɔ June 2024 mu no, Walmart de nhyehyɛe a wɔayɛ sɛ wɔde ESL ahorow bɛkɔ sotɔɔ ahorow 2,300 mu no too gua; ebeduu December saa afe no mu no, adwumakuw no trɛw ne VusionGroup apam no mu boroo dɔla ɔpepepem biako de kaa U.S. mmeae 4,600 no nyinaa ho dwuma (Walmart Adwumakuw, Ɔpɛpɔn 2024). Kroger, Whole Foods, ne Amazon Fresh nso de wɔn ahyɛ mu. Na asɛmmisa a ɛkɔ so pue - fi mmarahyɛ baguafo, akuw a wɔkamfo adetɔfo, ne adetɔnfo a wɔresusuw wɔn ankasa deployments - ho ne sɛ ebia ɛlɛtrɔnik shelf labels bue ɔpon ma bo a ɛyɛ nnam wɔ honam fam sotɔɔ ahorow mu anaa.
Mmuae tiawa no ne sɛ yiw, mfiridwuma no yi honam fam akwanside no fi hɔ. Mmuae a ɛware no so wɔ mfaso kɛse: bo a wɔbɔ a ɛyɛ nnam, tebea horow a ɛwɔ mu, ne sɛ ebia ɛso ba mfaso ankasa wɔ onipa a ɔtɔ yogurt Yawda awia no so anaa.
Nea Ɛlektrɔnik Shelf Labels Yɛ Ankasa - ne Nea Ɛnnyɛ
Ɛlektrɔnik shelf label yɛ digyital display ketewa - a wɔtaa de E-ink mfiridwuma - di dwuma a wɔde ahyɛ baabi a na krataa tag taa tena. WeinomE-ink ɛlɛtrɔnik shelf nkyerɛwdefa wirelessly di nkitaho kɔ centralized pricing system so, mpɛn pii no ɛnam Bluetooth Low Energy 5.0 anaa proprietary RF protocols so. Sɛ obi a ɔwɔ boɔ kuw no mu yɛ boɔ bi foforɔ wɔ akyi-awieɛ nhyehyɛeɛ no mu a, nsakraeɛ no pia kɔ shelf no so ara. Ntintim biara nni hɔ. Akwan a wɔfa so nantew biara nni hɔ a wɔde tuo a wɔakyerɛw so.
Wɔ sotɔɔ a ɛde nneɛma bɛboro 120,000 kɔ - Walmart sɛ wɔkyekyem pɛpɛɛpɛ a, beae biara - a ɛsakra no ho hia kɛse. Nsakrae a wɔde nsa yɛ wɔ nneɛma bo mu wɔ saa nsenia no mu no gye adwumayɛfo nnɔnhwerew ɔhaha pii dapɛn biara. Nnwuma-gyinapɛn akontabuo ne sɛ krataa-gyina boɔ soa mfomsoɔ dodoɔ a ɛyɛ 5% kɔsi 10% wɔ shelf ne register ntam (ABI Research, 2024). ESL ahorow no ma saa dodow no bɛn zero.
Nanso ESL hardware no nni afã biara. Ɛnhyɛ bo a wɔbɔ ho nhyehyɛe pɔtee bi sɛnea spreadsheet hyɛ sikasɛm nhyehyɛe pɔtee bi no. Ɛyi mfiri anohyeto a ɛmaa birikisi-ne-atɛkyɛ sotɔɔ ahorow no too mu wɔ dapɛn dapɛn bo kyinhyia mu no fi hɔ. Nea adetɔnfo paw sɛ wɔde saa nsakrae no bɛyɛ - ne guardrails a wɔkyekye - ne baabi a nkɔmmɔbɔ ankasa no fi ase.
Dynamic Pricing wɔ Grocery mu nyɛ Surge Pricing - Adanse no ni
Bere a Senator Elizabeth Warren ne afei-Senator Bob Casey kyerɛw Kroger CEO wɔ August 2024 mu no, wɔbɔɔ kɔkɔ sɛ dijitaal bo a wɔakyerɛw betumi ama bo a ɛkɔ soro wɔ afie mu nneɛma a ɛho hia - bo a ɛkɔ soro a egyina da no mu bere, wim tebea, anaa ahwehwɛde a ɛsakrasakra so. Ná Uber ntotoho no yɛ nea ɛda adi pefee na ɛyɛ hu.
Adwuma krataa bi a nhwehwɛmufoɔ a wɔwɔ UC San Diego’s Rady School of Management ne UT Austin tintimii wɔ afe 2025 mu no sɔɔ saa asɛm no hwɛeɛ tẽẽ. Robert Sanders, Ioannis Stamatopoulos, ne Robert Bray (Northwestern Kellogg) yɛɛ nneɛma bɛboro ɔpepem 180 a wɔhwɛɛ boɔ a ɛkɔ soro ansa na wɔde ESL adi dwuma wɔ U.S. aduanetɔnbea ne akyi. Wɔn a wɔahu: adanse biara nni hɔ a ɛkyerɛ sɛ bere ankasa -bere bo a ɛkɔ soro - ɛnyɛ nnapɔnna mu, ɛnyɛ asram a nneɛma bo kɔ soro-, ɛnyɛ bere biara wɔ dataset no mu.
Nea enti a ɛte saa no yɛ nhyehyɛe. Grocery yɛ adwuma wɔ razor-thin margins so wɔ nketewa nyinaa mu, ɛnyɛ nneɛma ankorankoro. Adetɔnbea kɛse bi nnya nsu toa biako sika sɛnea ahɔhodan bi bɔ dan biako bo no. Ebia paanoo bo a wɔma ɛkɔ soro bere a sukyerɛmma retu no bɛma wɔanya sika kakraa bi foforo nnɛ na wɔahwere ofie a wɔsɛe dɔla 200 dapɛn biara daa. Stamatopoulos kaa no pefee sɛ: sotɔɔ ahorow a wɔtɔn nnuan nam nokwaredi a wɔde bere tenten-di ne sikasɛm a ɛyɛ pɛpɛɛpɛ-kɛseɛ so nya sika.
Kroger buaa Warren-Casey krataa no denam ka a ɔkae sɛ ɛnyɛ na ɛnyɛ nea ɛde ne ho ahyɛ bo a ɛkɔ soro mu da, na wɔde ESL ahorow di dwuma ma adwumayɛ ho data ne markdowns ntɛmntɛm. Amazon kae sɛ wonni nhyehyɛe biara sɛ wɔbɛbɔ nneɛma bo a ɛyɛ nnam wɔ sotɔɔ ahorow a ɛwɔ hɔ ankasa mu. Walmart SVP Greg Cathey kaa no pefee: nkyerɛwde no remma dɔnhwerew-kɔ-dɔnhwerew bo a ɛsakrasakra.
Nea ESL-Enabled Dynamic Pricing Te ankasa Wɔ Nnwuma mu
Yi amammuisɛm mu nsɛm a wɔka no fi hɔ, na bo a wɔbɔ ho akwan horow a ESLfo boa wɔ aduantɔn mu no nte sɛ bo a ɛkɔ soro-bo a wɔbɔ ho nsɛm tebea horow a mmarahyɛ baguafo kaa ho asɛm no. Wɔyɛ adwumayɛ mu nkɔsoɔ a e-aguadi de adi dwuma mfeɛ - seesei ɛyɛ yie wɔ honam fam aguadidan mu.
Markdown Automation a Ɛporɔw
Eyi ne asɛm a wɔde di dwuma a akyinnyegye nnim kɛse na ɛwɔ nkɛntɛnso ntɛm ara. Department a ɛde SKU 200 a ɛporɔw di dwuma wɔ krataa tags ase yɛ markdowns pɛnkoro - mpɛn pii no anɔpa ansa na ne bere atwam - na sɛ ɔhokafo bi hyɛ no nsow na ɔsan de ne nsa hyɛ ade biara agyirae nkutoo a. Ɛnam sɛ ESLs akyekyere nneɛma a wɔakora soɔ no sohwɛ nti, boɔ nhyehyɛeɛ no kanyan anammɔn-down discounts a ɛyɛ automatic wɔ nnɔnhwereɛ 48, nnɔnhwereɛ 24, ne nnɔnhwereɛ 12 ansa na bere atwa mu. Na ɛho nhia sɛ wɔde wɔn ho gye fam wɔ fam. Europa nkɔnsɔnkɔnsɔn te sɛ Carrefour ne Auchan ayɛ adwuma saa kwan yi so mfe pii; wɔn nsɛm a wɔanya no kyerɛ sɛ aduan a wɔsɛe no so atew, na ɛnyɛ nneɛma bo a ɛkɔ soro.
Akansie Boɔ a Wɔde Toto Ho
Wɔ akuo a ɛboɔ ho nkateɛ kɔ soro - nsuo a wɔde ahyɛ toa mu, mpaboa, krataa mpopaho - ɛsɛ sɛ adetɔnfoɔ yɛ wɔn adeɛ wɔ akansifoɔ akwantuo ho ntɛmntɛm. Sɛ wɔde krataa so nkyerɛwde di dwuma a, mmuae a wobetumi de ama no betumi agye dapɛn biako. Nennɛyi E-ink bo a wɔakyerɛwa wɔakyekyere no wɔ akansi ho nyansahu feeds ho no, kuw bi a wɔkyerɛ nneɛma bo betumi ayɛ nsakrae wɔ nnɔnhwerew kakraa bi mu. Ɛno yɛ boɔ a ɛyɛ nnam, nanso ɛyɛ nnam a ɛkɔ fam - a ɛma nneɛma boɔ yɛ den sen sɛ ɛbɛma ayɛ kɛseɛ.
Nkɔmmɔbɔ mu Agility
Flash tɔn, bere{0}}ahyɛde a anohyeto wom, ne nsɛm a esisi{1}}a ɛde nkɔso ba no bɛyɛ nea ɛyɛ nokware wɔ adwumayɛ mu bere a kum no nhwehwɛ sɛ wɔde nsa yɛ nna abien. Adetɔnfo bi a ɔrefi dapɛn awiei grilling ho nkuranhyɛ ase betumi apia no afa sotɔɔ biara mu Fida anɔpa na watwe no Memeneda a nsɛnkyerɛnne biara nni hɔ a aka a ɛde adwene mu naayɛ aba wɔ baabi a wɔkyerɛw nneɛma no.
Omnichannel Bo a Ɛyɛ Nkɔso
Adetɔfoɔ anwiinwii a ɛkɔ so daa wɔ nnɛyi aduanetɔnbea mu baako ne boɔ a ɛnhyia - app no ka sɛ $3.49, shelf no ka sɛ $3.79.Walmart ESL a wɔde di dwuma nowɔyɛɛ no fã bi sɛ ɛbɛdi ɔhaw yi ho dwuma pɛpɛɛpɛ: sɛ in-store boɔ yɛ foforɔ denam nhyehyɛeɛ korɔ no ara a ɛma intanɛt so boɔ yɛ adwuma no so a, abirabɔ no yera. Ɛno yɛ ahotoso-kyekyere tu, ɛnyɛ gouging afiri.
Nea Akasatiafo Suro vs. Nea Adanse Kyerɛ
| Dadwene | Nea akasatiafo suro | Nea mprempren adanse kyerɛ |
|---|---|---|
| Ankasa-bere bo a ɛkɔ soro | Nneɛma a ɛho hia ho bo a ɛkɔ soro bere a wɔhwehwɛ nneɛma pii no | UC San Diego nhwehwɛmu (2025): adanseɛ biara nni hɔ a ɛkyerɛ sɛ boɔ a ɛkɔ soro wɔ 180M + nhwɛsoɔ mu |
| Adwumayɛ mu dwumadie titire | Nneɛma bo a wɔtaa kɔ soro de yi margin | Ntɛmntɛm markdowns wɔ perishables, pɛpɛɛpɛ mfaso, promotional ahoɔhare |
| Adetɔfo nkɛntɛnso | Price gouging ne transparency a wɔatew so | Shelf-to-register nsɛsoɔ kakraa bi, nhyiamu a ɛyɛ papa wɔ akwan ahodoɔ so |
| Asiane a ɛwɔ mmara mu | Ɛsɛ sɛ wɔbara mfiridwuma (wɔahyɛ ho nyansa wɔ AZ, RI, ME) . | Nhwehwɛmufo ne adetɔnfo gye akyinnye sɛ bara a wɔbara nneɛma no di ɔhaw bi a ennya mmaa mu ho dwuma |
Mfiridwuma a Ɛwɔ Ankasa-Bere ESL Bo Nsakrae Akyi
E-ink kyerɛ - electrophoretic mfiridwuma koro no ara wɔ Kindle akenkanfo mu - di ahoɔden bere a wɔreyɛ screen foforo nkutoo. Tag a wɔtaa de di dwuma no di dwuma mfeɛ anum wɔ coin-cell battery so a wɔyɛ no foforɔ baako kɔsi mmiɛnsa da biara, na ɛma ɛyɛ yie sɛ wɔde bɛdi dwuma kɛseɛ wɔ tag mpempem du du wɔ sotɔɔ biara mu.
Nkitahodi fa BLE 5.0 base stations a wɔde asi sotɔɔ no nyinaa mu no so. Boɔ foforɔ bi trɛw fi central server no so fa saa stations yi so kɔ ankorankoro tags so, a store refresh bere a edi mũ fi sekan kosi simma kakraa bi. ESL nhyehyeɛ no ne ERP ne POS nhyehyɛeɛ a ɛwɔ hɔ dada no bom denam API anaa database a wɔde kɔ amannɔne - ɔfa korɔ no ara a adetɔnfoɔ kyekye boɔ ho mmara, markdown triggers, ne promotional kalenda. Sɛnea ɔkwan biara a wɔfa so yɛ no yɛ nwonwa no gyina adetɔnfo no data nhyehyɛe so, na ɛnyɛ nkyerɛwde ahorow no ankasa.
Nea Europa Guadi Ka Kyerɛ U.S. Adetɔnfo
U.S. di Europa akyi wɔ ESL a wogye tom no mu mfe pii. Nkɔnsɔnkɔnsɔn a Auchan, Carrefour, ne Aldi ka ho ayɛ ɛlɛtrɔnik shelf labels wɔ Europa mmeae mpempem pii, na track record kyerɛ ESLs a wɔde di dwuma titiriw ma nwura a wɔtew so, adwumayɛ mu mmɔdenbɔ, ne nkɔso ntɛmntɛm - ɛnyɛ bo a ɛkɔ soro denneennen.
AkannifoɔESL adwumayɛfo te sɛ SES-imagotag, SoluM, ne Pricerwɔkyekyeree wɔn platforms twaa saa dwumadie nsɛm yi ho hyiaeɛ, a softwea sii centralized control, compliance tracking, ne multi-store consistency so dua. Nanso, adwene a adetɔfo kura no da so ara yɛ asɛnnennen. Forbes nhwehwɛmu bi hunuu sɛ U.S. adetɔfoɔ 52% de boɔ a ɛyɛ nnam bata gouging ho, berɛ a 34% pɛ na wɔhunu mfasoɔ a ɛbɛtumi aba (Forbes, September 2024). Adetɔnfo a wɔde ESL ahorow di dwuma no ntumi mmu wɔn ani ngu saa nsonsonoe no so.
Deployment Checklist ma Adetɔnfo a Wɔresusuw ESL ahorow ho
Wɔ adetɔnfo a wɔkari sika a wɔde asie wɔ ɛlɛtrɔnik shelf label mu fam no, tumi a wɔde bɔ bo a ɛyɛ nnam no yɛ nea ɛto so abien ankasa wɔ adwumayɛ mu nnyinasosɛm ahorow no mu. Mfiridwuma no tua ne ho ka denam adwumayɛfo a wɔkora so ne bo a wɔbɔ no pɛpɛɛpɛ so bere tenten ansa na ɔkwan biara a ɛkɔ akyiri aba mfonini no mu. Gyinaesi nhyehyɛe a mfaso wɔ so ni:
Fi ase denam wimhyɛnkafo a ɔde n’adwene asi so so.Paw a ɛkorɔn-turnover category - porɔw ne nufusu yɛ abɔde mu fits. Akwan biako a ɛwɔ sotɔɔ abien anaa abiɛsa mu ma data a ɛdɔɔso a ɛbɛma wɔagye nkabom atom na wɔakyerɛ adwumayɛfo a wɔkora sika dodow a wɔmfa wɔn ho nhyɛ mu dodo.
Validate nhyehyɛe nkabom ntɛm.ESL data no sen fi wo ERP anaa POS mu. Sɛ wo retail software no wɔ pre-built connectors a, nhyehyeɛ no yɛ tẽẽ. Ebia nhyehyɛe ahorow a wɔayɛ no sɛnea wɔpɛ no behia adapɛn anan kosi awotwe nkɔso adwuma.
Paw hardware sɛnea wɔde di dwuma. LCD dijitaal bo a wɔde hwɛ nneɛma sosuit endcaps ne promotional hotspots a video ne kɔla ho hia. Standard E-ink labels - 2.66 inches kɔsi 7.3 inches - di shelf-edge boɔ dodoɔ no ara ho dwuma.
Si bo a wɔbɔ ho nniso ansa na woayɛ scale.Kyerɛkyerɛ akuw ahorow a ɛma kwan ma wɔsakra nneɛma bo a ɛnyɛ adwuma ne mpɛn dodow a wɔyɛ no. Fa markdown fam ne ɔdan atifi si hɔ. Kyerɛw mmara no sɛnea ɛbɛyɛ a bo a wɔbɔ, sotɔɔ mu dwumadi, ne akuw a wodi mmara so no nkyɛ agoru nhoma koro.
Wo ne adetɔfo di nkitaho yiye.Kyerɛkyerɛ mu sɛ dijitaal nkyerɛwde ma wotumi de sika a wɔde totɔ nneɛma so ntɛmntɛm na ɛma nneɛma bo yɛ pɛpɛɛpɛ. In-store signage, associate talking points, ne website FAQ nkratafa nyinaa boa ma wɔto nkate mu nsonsonoe no mu.
Nneɛma Titiriw a Wɔde Fa Kɔ
ESL ahorow ma bo a wɔbɔ a ɛyɛ nnam no yɛ nea wobetumi ayɛ wɔ mfiridwuma mu- nanso ɛyɛ yie no nkyerɛ sɛ ɛyɛ nea wontumi nkwati anaasɛ ɛyɛ asiane. Mfiridwuma no yi honam fam anohyeto a ɛwɔ krataa so nkyerɛwde so no fi hɔ; bo a wɔbɔ ho nhyehyɛe no yɛ nea adetɔnfo no paw.
Adanse biara nni hɔ a wotumi gye di a ɛfoa ehu a ɛrekɔ soro-bo a wɔbɔ no so.Nhwehwɛmu a emu yɛ den sen biara de besi nnɛ - 180 ɔpepem a wɔahyɛ no nsow wɔ U.S. aduantɔnbea ahorow nyinaa - anhu bo a ɛkɔ soro biara wɔ ESL a wɔde dii dwuma akyi.
ROI titiriw no fi adwumayɛ mu, ɛnyɛ bo a wɔbɔ ho basabasayɛ.Adwumayɛfo a wɔkora sika so, bo a wɔbɔ no pɛpɛɛpɛ, markdown automation, ne omnichannel consistency ne mfaso horow a wɔada no adi.
Adetɔfo adwene ho hia.U.S. adetɔfo bɛboro fã de nneɛma bo a ɛyɛ nnam bata gouging ho. Ɛnyɛ nea obiara betumi apaw sɛ wɔbɛma nneɛma ada adi pefee na wɔadi nkitaho.
Europa de nhwɛso a mfaso wɔ so ma.Mfeɛ pii -ESL a wɔde adi dwuma kɛseɛ wɔ Europa aduanetɔnbea ahodoɔ nyinaa mu no nnyaa nea ɛbɛfiri mu aba a U.S. akasatiafoɔ hyɛ nkɔm no.
Wɔ adetɔnfo a wɔresi wɔnɛlɛtrɔnik shelf label a wɔde bedi dwuma ho nhyehyɛe, nhwɛsoɔ a ɛfiri wɔn a wɔdii kan gye toom no yɛ pɛpɛɛpɛ: di anim wɔ adwumayɛ mu yiedie mu, nya ahotosoɔ denam nnoɔma a ɛda adi so, na ma boɔ ho tumi nkɔ soro berɛ a wo data nhyehyɛeɛ ne nnisoɔ nyin.
Nsɛm a Wɔtaa Bisa
Asɛmmisa: So ɛlɛtrɔnik shelf nkyerɛwde betumi asesa nneɛma bo ntɛm ara?
A: Sɛ wɔpia bo a wɔbɔ no foforo fi mfinimfini nhyehyɛe no mu pɛ a, tag ahorow no yɛ foforo wɔ sikɔne kakraa bi kosi simma kakraa bi mu. Nanso, wɔn a wɔtɔn nnuan dodow no ara yɛ nneɛma bo foforo da biara anaa dapɛn biara, na ɛnyɛ bere ankasa mu.
Asɛmmisa: So sotɔɔ ahorow a wɔtɔn nnuan de ESL ahorow di dwuma de bɔ nneɛma bo a ɛkɔ soro?
A: Mprempren adanse ka sɛ dabi. 2025 UC San Diego nhwehwɛmu no anhunu sɛ nneɛma boɔ a ɛkɔ soro-suo biara nni U.S. sotɔɔ a wɔtɔn nnuan a ɛwɔ ESLs mu. Walmart, Kroger, ne Amazon aka wɔ baguam sɛ wɔmfa mfiridwuma no nni dwuma saa kwan yi so.
Asɛmmisa: So ɛlɛtrɔnik shelf nkyerɛwde yɛ mmara kwan so de wɔ United States?
A: Yiw. Wɔde mmara a ɛbɛma wɔabara wɔn aba Arizona, Rhode Island, ne Maine, nanso ɛde besi afe 2026 mfiase no, ɔman biara nyɛɛ mmara a ɛbɛbara.
Asɛmmisa: Mfaso atitiriw bɛn na ɛwɔ ɛlɛtrɔnik shelf label ahorow so?
A: Boɔ a wɔbɔ no pɛpɛɛpɛ (ɛyi mfomsoɔ dodoɔ a ɛyɛ 5–10% a ɛtaa ba wɔ krataa so nkyerɛwdeɛ mu no fi hɔ), adwumayɛfoɔ a wɔkora wɔn so, nkɔsoɔ a wɔde di dwuma ntɛmntɛm, sika a wɔde totɔ nneɛma a ɛtumi sɛe a ɛnyɛ adwuma, ne intanɛt so-kɔ-wɔ-store boɔ a ɛkɔ so pɛpɛɛpɛ.
Asɛmmisa: Ɔkwan bɛn so na ESL ahorow no ne aguadidan nhyehyɛe ahorow a ɛwɔ hɔ dedaw no bom?
A: Ɛnam APIs, database views, anaa fael exports a ɛka ERP ne POS platforms so. Adetɔn softwea akɛse taa de nkitahodi ahorow a wɔadi kan asi - ma.
Nneɛma a wonya fi mu
- Walmart Corporate Newsroom, "Mfiridwuma Foforo, Nea Efi Mu Ba a Ɛyɛ Pa: Digital Shelf Labels Yɛ Nkonimdi ma Adetɔfo ne Wɔn a wɔka ho," June 2024
- Sanders, R., Stamatopoulos, I., Bray, R., "Ɛlektrɔnik shelf labels mmaa boɔ a ɛkɔ soro wɔ U.S. nnuantɔnbea, ɛmfa ho sɛ mmarahyɛfoɔ haw," UC San Diego Rady School of Management adwuma krataa, 2025
- Warren, E. ne Casey, B., Krataa a wɔkyerɛw kɔmaa Kroger CEO Rodney McMullen a ɛfa ɛlɛtrɔnik shelf nkyerɛwde ne bo a ɛkɔ soro ho, August 2024
- Forbes, "Walmart, Kroger ne Whole Foods De Digital Boɔ Di Dwuma - Nea Ɛsɛ sɛ Adetɔfoɔ Hu," September 2024
- ABI Nhwehwɛmu, "Adetɔnfoɔ Akwankyerɛ a ɛfa Ɛlektrɔnik Shelf Labels ho," 2024
- Revionics / Aptos, "Dynamic Pricing with Electronic Shelf Labels and Price Optimization," a ɛfa mfasoɔ boɔ a ɛbɛtumi aba 33% a ɛfiri ESL + AI optimization a wɔaka abom mu
