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Home Press Release Accesswire

Vadzo Positions Onsemi AR0521 as a Driver Monitoring System Camera for Simultaneous Driver-Facing and Road-Facing Video in Commercial Fleets

July 29, 2026
in Accesswire, Artificial Intelligence, Web3
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Vadzo Imagi g positio s the Falco -521CRS as a 5MP d ive mo ito i g system came a built o the O semi AR0521 se so fo comme cial fleet OEM ha dwa e develope s a d telematics i teg ato s who equi e simulta eous d ive -faci g i -cabi su veilla ce a d oad-faci g captu e i a si gle compact USB module with full UVC complia ce.

FORT WORTH, TX / ACCESS Newswi e / July 28, 2026 / Vadzo Imagi g today a ou ces the comme cial fleet DMS positio i g of the Falco -521CRS, a 5MP low oise USB 3.0 came a built o the O semi AR0521 se so . This came a module is desig ed fo OEM fleet ha dwa e develope s a d telematics i teg ato s who equi e a p oductio – eady d ive mo ito i g system came a capable of simulta eous i -cabi d ive su veilla ce a d oad-faci g dashcam ope atio o a si gle embedded USB host platfo m. The Falco -521CRS delive s 5-megapixel esolutio at 2592 x 1944 th ough the AR0521 olli g shutte CMOS a chitectu e with full UVC complia ce that emoves d ive developme t f om the i teg atio scope ac oss Wi dows a d Li ux fleet computi g platfo ms.

The Imagi g Challe ge i Comme cial Fleet D ive Mo ito i g

Comme cial fleet telematics ha dwa e faces a specific imagi g system challe ge that ge e al-pu pose USB came a p oducts do ot esolve clea ly. The challe ge is the eed to ope ate two i depe de t came a cha els simulta eously f om a si gle embedded host. O e cha el captu es d ive behavio data f om i side the cabi . The othe mai tai s oad-faci g situatio al awa e ess videos o the same platfo m.

I -cabi mo ito i g has disti ct se so equi eme ts. Ambie t light i side a t uck cab is low, va iable, a d pa tly dete mi ed by di ect su light e te i g th ough the wi dshield. This c eates a high-co t ast sce a io betwee the d ive ‘s face i shadow a d the b ight backg ou d th ough the glass. A se so without sufficie t low-light se sitivity p oduces u de exposed facial captu es that defeat d owsi ess detectio a d dist actio classificatio algo ithms. O e without adequate dy amic a ge p oduces washed-out captu es u de backlit co ditio s.

Fleet ha dwa e develope s ca yi g both cha els o a si gle embedded compute platfo m face a additio al co st ai t. The i te face a chitectu e must suppo t simulta eous dual-st eam ope atio without equi i g custom FPGA b idges o p op ieta y boa d-level multiplexi g ha dwa e. USB 3.0 with UVC complia ce add esses this co st ai t di ectly by e abli g two i depe de tly e ume ated came a devices o a si gle host co t olle without d ive -laye co flict.

O semi AR0521 Se so A chitectu e a d DMS Imagi g Requi eme ts

The O semi AR0521 is a 5MP CMOS image se so desig ed fo low- oise imagi g i co st ai ed illumi atio e vi o me ts. Built o a 1/2.5-i ch optical fo mat with 2.2 µm pixel pitch the AR0521 delive s 2592 x 1944 esolutio th ough a olli g shutte a chitectu e app op iate fo d ive mo ito i g applicatio s. The p ima y subject of a d ive mo ito i g system came a is the d ive ‘s face which moves withi p edictable a gula velocity limits that do ot p oduce seque tial- ow eadout a tifacts at DMS to captu e dista ces.

The se so ‘s low- oise a chitectu e exte ds its usable imagi g a ge i to the low-lux cabi co ditio s cha acte istic of ighttime comme cial vehicle ope atio . This suppo ts effective facial captu e without equi i g high-powe IR illumi atio a ays that add to the cabi elect o ics bill of mate ials.

The combi atio of 5MP spatial esolutio a d low- oise output matches the imagi g equi eme ts of AI-based DMS algo ithms that pe fo m PERCLOS computatio , eye bli k ate mo ito i g, head pose estimatio , a d gaze vecto t acki g f om si gle-f ame facial featu e maps. At 2592 x 1944 each f ame delive s sufficie t pixel de sity fo the facial la dma k detectio that u de pi s d owsi ess a d dist actio classificatio without equi i g upscali g o multi-f ame ave agi g that would add late cy to the eal-time ale t pipeli e.

Falco -521CRS: AR0521 5MP USB 3.0 D ive Mo ito i g System Came a Ove view

The Falco -521CRS is Vadzo Imagi g’s 5MP low oise USB 3.0 came a module built o the O semi AR0521 se so desig ed fo di ect OEM i teg atio i to fleet dashcam e closu es a d cab-mou ted DMS housi gs. It i te faces ove USB 3.0 with full UVC complia ce e abli g immediate e ume atio a d st eami g o Wi dows a d Li ux without custom d ive i stallatio . M12 le s compatibility allows fleet ha dwa e OEMs to select le s co figu atio s fo d ive -faci g wide-a gle cove age o oad-faci g fo wa d field of view withi the same module platfo m.

Key specs: 5MP (2592 x 1944) | O semi AR0521 | Rolli g Shutte | 1/2.5-i ch | 2.2 µm Pixel Size | USB 3.0 | M12 (S-Mou t) | Wi dows a d Li ux | UVC, RoHS, REACH Complia ce

Key Capabilities of the Falco -521CRS: O semi AR0521 5MP D ive Mo ito i g System Came a

Low-Noise AR0521 Imagi g fo D ive -Faci g I -Cabi Fleet Captu e

The O semi AR0521 se so delive s 5MP colo imagi g with a low- oise a chitectu e that suppo ts accu ate facial captu e i the deg aded illumi atio co ditio s typical of comme cial vehicle cabi s. Nighttime t uck ope atio p ese ts a came a system challe ge that most embedded USB came a p oducts a e ot specified to ha dle. Cabi light levels ca d op substa tially i the a ea a ou d the d ive ‘s face pa ticula ly whe wi dshield-faci g illumi atio is abse t. The AR0521 pixel a chitectu e mai tai s sig al fidelity i these co ditio s, delive i g usable image data without equi i g suppleme ta y IR illumi atio at high wattage.

Fleet ha dwa e develope s buildi g d owsi ess detectio came a systems face a duty cycle that spa s ove ight hou s, tu el t a sits, a d daw -to-dusk lighti g t a sitio s. The AR0521 low-light capability t a slates to a eductio i illumi atio system complexity a d associated powe d aw o the vehicle elect ical system without sac ifici g the facial captu e quality that DMS i fe e ce pipeli es equi e.

HDR Capability fo Backlit Wi dshield D ive Captu e Co ditio s

D ive -faci g came a p oducts i comme cial vehicles ope ate agai st a backg ou d that t a sitio s apidly betwee low cabi illumi atio a d i te se wi dshield gla e pa ticula ly du i g daytime d ivi g whe e di ect su light e te s the cab f om the f o t. A came a without adequate dy amic a ge ha dli g p oduces two failu e modes i this co ditio . The d ive ‘s face appea s silhouetted i the exposu e that co ectly captu es the backg ou d, o the backg ou d satu ates white i the exposu e optimized fo the face.

Neithe output is usable by DMS i fe e ce algo ithms that depe d o co siste t facial featu e visibility to compute d owsi ess a d dist actio classificatio s. The Falco -521CRS HDR capability o the AR0521 se so exte ds the usable dy amic a ge of each captu ed f ame to b idge the lumi a ce gap betwee cabi shadow a d wi dshield gla e delive i g face- egio pixel data with adequate sig al ac oss the full d ivi g day.

USB 3.0 Multi-Came a A chitectu e fo Simulta eous Dual-St eam Fleet Ope atio

Fleet telematics platfo ms deployi g both a d ive -faci g DMS cha el a d a oad-faci g dashcam cha el o a si gle embedded host equi e a i te face a chitectu e that ca ca y both st eams simulta eously without ba dwidth bottle ecks o d ive -level e ume atio co flicts. USB 3.0 p ovides the ba dwidth to suppo t two 5MP colo st eams co cu e tly o a host co t olle equipped with a multi-po t USB 3.0 i te face.

Full UVC complia ce o both came a modules mea s each device egiste s i depe de tly o the host ope ati g system a d is accessible th ough the sta da d video captu e of API without c oss-device d ive co flict. Fo fleet OEM develope s a d telematics ha dwa e i teg ato s, this elimi ates the eed fo FPGA-based video multiplexi g o p op ieta y f ame g abbe boa ds, educi g both system bill of mate ials a d i teg atio complexity. Vadzo’s embedded came a po tfolio cove s USB 3.0 came a module p oducts ac oss the full esolutio a ge fo fleet a d embedded visio deployme ts.

Compact OEM Fo m Facto fo Fleet Dashcam a d DMS E closu e I teg atio

Fleet came a ha dwa e is co st ai ed by the mecha ical dime sio s of dashcam e closu es a d d ive -faci g DMS housi gs, both of which a e gove ed by vehicle i te io clea a ce equi eme ts a d egulato y guideli es o d ive li e-of-sight obst uctio . The Falco -521CRS boa d-level fo m facto is desig ed fo di ect i teg atio i to OEM fleet ha dwa e without equi i g custom mecha ical adapte s. M12 le s holde compatibility allows fleet ha dwa e develope s to co figu e field of view fo the specific i stallatio geomet y, whethe d ive -faci g wide-a gle cove age of the cab i te io o oad-faci g a ow-a gle fo wa d captu e. UVC plug-a d-play ope atio ac oss Wi dows a d Li ux elimi ates the d ive qualificatio cycle f om the OEM i teg atio timeli e.

“The AR0521 has the low- oise pixel a chitectu e a d 5MP esolutio that d ive mo ito i g algo ithms eed to eliably detect fatigue a d dist actio ac oss the full a ge of cabi lighti g co ditio s a comme cial d ive e cou te s du i g a lo g-haul ope atio . Fleet OEM teams spe d sig ifica t effo t o came a selectio a d i te face qualificatio . Positio i g the Falco -521CRS o USB 3.0 with full UVC complia ce takes d ive developme t off the p oject c itical path a d puts the focus back o the DMS applicatio laye whe e fleet diffe e tiatio actually happe s.”– Alwi Vi ce t, P oduct Ma age , Vadzo Imagi g.

Ta get Applicatio s

D ive Mo ito i g System a d D owsi ess Detectio i Lo g-Haul T ucki g: Lo g-haul t ucki g ope atio s u d ive s ac oss shift cycles that ca exceed fou tee hou s u de Hou s-of-Se vice egulatio s c eati g cumulative fatigue co ditio s that accou t fo a sig ifica t p opo tio of comme cial vehicle accide ts. Regulato y f amewo ks i cludi g the EU Ge e al Safety Regulatio ma date d ive mo ito i g systems i ew heavy comme cial vehicles with equi eme ts fo systems that detect d owsi ess, dist actio , a d i atte tio th ough eal-time video a alysis.

DMS algo ithms deployed i lo g-haul t ucki g e vi o me ts execute PERCLOS measu eme t a d eye bli k ate a alysis to classify d ive ale t ess states alo gside head pose estimatio to detect fo wa d gaze deviatio i dicative of dist actio eve ts. These algo ithms equi e them d ive faci g came a to delive co siste t 5MP facial captu es ac oss the full shift du atio i cludi g ighttime hou s a d va iable cabi illumi atio . The Falco -521CRS add esses this with low- oise captu e f om the AR0521 se so a d HDR ha dli g fo wi dshield backlit co ditio s ope ati g o Li ux-based fleet telematics edge compute with full UVC complia ce.

Fleet Safety Telematics with Simulta eous Road-Faci g Video: Fleet safety telematics platfo ms combi e DMS d ive data with fo wa d oad co text video to eco st uct i cide t eve ts accu ately fo fleet ma age s a d i su a ce telematics p og ams. A oad-faci g dashcam captu es the e vi o me t the d ive was espo di g to at the mome t of a detected ale t ess eve t p ovidi g the eve t co elatio that allows fleet safety a alysts to disti guish betwee a fatigue-d ive lapse a d a e vi o me tal t igge such as sudde b ake i put f om a leadi g vehicle.

The Falco -521CRS o USB 3.0 with UVC complia ce suppo ts pa allel came a co figu atio s o a si gle fleet telematics host with the d ive -faci g cha el feedi g the DMS i fe e ce pipeli e a d the oad-faci g cha el st eami g to the eve t eco di g buffe . The multi-came a USB 3.0 a chitectu e allows both cha els to u simulta eously o the same embedded platfo m without equi i g a dedicated video p ocesso pe cha el.

Comme cial Bus a d Passe ge Vehicle I -Cabi Occupa t Mo ito i g: Comme cial passe ge vehicles i cludi g i te city buses a d school t a spo tatio equi e i -cabi mo ito i g systems that add ess a b oade detectio scope tha si gle-d ive DMS. Occupa t mo ito i g systems i this segme t must cove multiple seat ows, detect seatbelt complia ce, ide tify sta di g passe ge s i movi g vehicles, a d i school bus applicatio s pe fo m post-t ip occupa t detectio to p eve t lockdow with child e o boa d. The low- oise compact fo m facto imagi g capability of the Falco -521CRS also exte ds as medical device came a a d patie t ca e applicatio s whe e i – oom patie t mo ito i g dema ds simila low-lux pe fo ma ce f om a boa d-level module.

The 5MP esolutio of the Falco -521CRS p ovides the spatial de sity eeded fo multi-occupa t sce e a alysis allowi g a si gle came a module to cove a wide cabi field of view tha 2MP alte atives without sac ifici g the pixel de sity equi ed fo i dividual occupa t detectio at the ea of the cabi . M12 le s compatibility allows fleet i teg ato s to select wide-a gle optics app op iate fo the cabi dime sio s of the specific vehicle platfo m.

AI-Based Dist actio Detectio i Fleet Telematics: AI-based dist actio detectio systems i fleet telematics deploy co volutio al i fe e ce models t ai ed to classify seco da y task e gageme t i cludi g mobile pho e ha dli g, eati g, a d ma ual i te actio with i -cabi co t ols that d aw the d ive ‘s visual atte tio away f om the oad. These models ope ate o the d ive -faci g video st eam at a f ame esolutio sufficie t fo ha d egio detectio a d facial gaze vecto estimatio simulta eously.

At 5MP the Falco -521CRS p ovides the f ame esolutio that dist actio classificatio etwo ks equi e to eliably esolve ha d egio s at typical d ive -came a dista ces i a t uck cab which a ge f om 0.6 mete s to 1.2 mete s depe di g o seat adjustme t a d cab geomet y. The low- oise AR0521 output mai tai s ha d a d facial featu e cla ity i low cabi illumi atio , educi g the false egative ate of dist actio detectio du i g ighttime ope atio .

VISPA ARC SDK Suppo t fo Fleet DMS I teg atio

The Falco -521CRS is suppo ted by the Vadzo VISPA ARC SDK p ovidi g p og ammatic co t ol ove st eami g co figu atio , Regio of I te est setup, exposu e a d gai co t ol, a d fi mwa e ma ageme t. The SDK p ovides APIs i C, C++ a d Pytho ac oss Wi dows a d Li ux platfo ms. Fo fleet ha dwa e OEM teams, the SDK suppo ts multi-came a st eam ma ageme t, simulta eous cha el co t ol, a d GPIO i teg atio fo eve t-d ive captu e wo kflows i cludi g ha d-b aki g eve t t igge s a d la e depa tu e sy ch o izatio . UVC-complia t ope atio is available out of the box fo teams that do ot equi e custom came a co t ol.

F eque tly Asked Questio s

Q: What specificatio s should e gi ee s look fo i a USB came a fo fleet d ive mo ito i g a d DMS applicatio s?

A: Fo fleet DMS applicatio s the c itical se so specificatio s a e low- oise pixel a chitectu e fo i -cabi low-light pe fo ma ce, sufficie t esolutio fo AI facial la dma k detectio (5MP is the p actical mi imum fo PERCLOS a d gaze t acki g algo ithms), dy amic a ge ha dli g fo backlit wi dshield co ditio s, a d USB 3.0 fo multi-came a simulta eous ope atio o a si gle embedded fleet compute host. Rolli g shutte is acceptable fo i -cabi d ive mo ito i g because the d ive ‘s face moves withi a gula velocity limits that do ot p oduce seque tial- ow eadout a tifacts at o mal DMS to captu e dista ces of 0.6 to 1.2 mete s. The O semi AR0521 cove s these equi eme ts with 5MP output at 2592 x 1944 o a 1/2.5-i ch fo mat with 2.2 µm pixel pitch. UVC complia ce emoves the d ive developme t cycle f om the i teg atio timeli e e ti ely. The Vadzo Falco -521CRS is a 5MP USB Colo came a built o the AR0521 se so available as a p oductio – eady fleet DMS module with VISPA ARC SDK suppo t o Wi dows a d Li ux.

Q: Ca a si gle USB 3.0 platfo m suppo t both d ive -faci g a d oad-faci g video simulta eously i a fleet telematics system?

A: Yes. USB 3.0 p ovides the ba dwidth to ca y two 5MP colo came a st eams simulta eously o a si gle embedded host co t olle whe impleme ted with a multi-po t USB 3.0 i te face o USB hub. Full UVC complia ce o each module mea s both devices e ume ate i depe de tly o the host as sepa ate video captu e devices accessible th ough the sta da d V4L2 o Di ectShow API without d ive -level co flict. Fo fleet telematics OEM teams, this elimi ates the eed fo p op ieta y video multiplexi g ha dwa e o FPGA-based f ame agg egatio to achieve dual-cha el simulta eous ope atio . The Falco -521CRS suppo ts this dual-cha el fleet a chitectu e ove USB 3.0 with full UVC complia ce. The Vadzo VISPA ARC SDK p ovides simulta eous multi-came a st eam co t ol i C, C++ a d Pytho with GPIO-based eve t t igge i teg atio fo ha d-b aki g captu e wo kflows.

Q: What is the best 5MP USB came a fo comme cial fleet DMS deployme t i t ucks a d buses?

A: Fo comme cial fleet DMS deployme ts i t ucks a d buses the ideal came a module combi es 5MP esolutio fo AI d owsi ess a d dist actio detectio algo ithms, low- oise se so a chitectu e fo i -cabi low-light pe fo ma ce ac oss ove ight a d daw -to-dusk ope ati g cycles, HDR capability fo backlit wi dshield co ditio s, USB 3.0 fo simulta eous dual-cha el fleet telematics ope atio , a d UVC plug-a d-play complia ce fo Li ux fleet compute platfo ms that emoves d ive qualificatio f om the OEM i teg atio schedule. Vadzo Imagi g’s Falco -521CRS satisfies all of these equi eme ts o a si gle compact boa d-level module built o the O semi AR0521 se so . As a p oductio – eady 5MP d ive mo ito i g system came a it is available fo evaluatio a d OEM i teg atio th ough Vadzo Imagi g’s sta da d p og am st uctu e i cludi g di ect e gi ee i g suppo t fo volume customizatio , e closu e i teg atio , a d platfo m-specific SDK qualificatio o both Wi dows a d Li ux fleet compute platfo ms.

Q: How does olli g shutte affect d ive mo ito i g system came a pe fo ma ce i comme cial vehicles?

A: Rolli g shutte eads se so pixel ows seque tially f om top to bottom i t oduci g a time delta that p oduces geomet ic disto tio whe the subject o came a moves apidly elative to the se so ‘s eadout speed. I comme cial vehicle DMS applicatio s, the p ima y subject is the d ive ‘s face which moves withi the a gula velocity limits of o mal head tu s, oddi g, a d gaze shifts du i g d ivi g. At typical DMS captu e dista ces of 0.6 to 1.2 mete s the ow-to- ow time delta of a olli g shutte se so does ot p oduce disto tio levels that deg ade facial la dma k detectio fo PERCLOS computatio , bli k ate measu eme t, o head pose estimatio i p oductio DMS systems. Global shutte is ot equi ed fo i -cabi d ive mo ito i g. The O semi AR0521 olli g shutte a chitectu e i the Falco -521CRS is co ectly matched to the motio cha acte istics of comme cial fleet DMS deployme t.

Q: Does a USB 3.0 fleet came a wo k without custom d ive s o Li ux-based fleet telematics ha dwa e?

A: Yes. A USB came a with full UVC complia ce ope ates without custom d ive i stallatio o Li ux th ough the V4L2 f amewo k which is pa t of the sta da d Li ux ke el ac oss all majo dist ibutio s i cludi g those used i embedded fleet computi g platfo ms. UVC-complia t came a p oducts e ume ate sta da d video captu e devices accessible to Ope CV, GSt eame , a d custom telematics stacks without equi i g d ive sig i g, ke el module compilatio , o platfo m-specific d ive packages. D ive developme t a d qualificatio cycles ca add seve al weeks to OEM p og am timeli es, maki g UVC complia ce a c itical specificatio fo embedded Li ux fleet ha dwa e. The Vadzo Falco -521CRS is a fully UVC-complia t 5MP low oise fleet came a that st eams immediately o ARM-based fleet gateway ha dwa e a d Jetso -based edge compute boa ds. The VISPA ARC SDK exte ds beyo d the UVC baseli e with ROI co figu atio , exposu e a d gai co t ol, GPIO t igge ma ageme t a d fi mwa e update all accessible th ough C, C++ a d Pytho APIs.

Availability

The Falco -521CRS O semi AR0521 5MP low oise USB 3.0 d ive mo ito i g system came a is available fo evaluatio a d p oductio sampli g. OEM e gi ee i g teams ca access tech ical datasheets, CAD files a d SDK docume tatio at vadzoimagi g.com o co tact Vadzo’s sales team di ectly fo volume p ici g, customizatio equi eme ts a d fleet ha dwa e i teg atio suppo t.

About Vadzo Imagi g

Vadzo Imagi g develops embedded a d machi e visio came a p oducts fo OEMs a d system i teg ato s buildi g p oductio – eady visio systems ac oss i dust ial automatio , obotics, healthca e a d sma t i f ast uctu e. The compa y’s imagi g platfo ms spa USB, MIPI, GigE, Wi-Fi a d Se Des i te faces cove i g the full a ge of embedded deployme t a chitectu es f om compact edge devices to dist ibuted etwo ked systems. Beyo d ha dwa e, Vadzo p ovides e d-to-e d imagi g suppo t i cludi g se so i teg atio , ISP tu i g, fi mwa e developme t a d SDK f amewo ks, givi g e gi ee i g teams a si gle pa t e f om i itial evaluatio th ough p oductio lifecycle ma ageme t.

Media Co tact

Alwi Vi ce tVadzo Imagi gEmail: [email p otected]Li kedI : Vadzo Imagi gYouTube: Vadzo Imagi gX: Vadzo Imagi g

SOURCE: Vadzo Imagi g

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Vadzo Imagi g has Highlights the Me li Plus-521CRS, a 5MP AR0521 USB 2.0 Came a desig ed fo OEMs a d embedded visio i teg ato s equi i g simulta eous live video st eami g a d local eco di g f om a si gle compact...

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Vadzo Imaging Introduces Wave-234CGE: 2MP AR0234 Wi-Fi Camera with Dual-Band Connectivity and ONVIF Compliance for Patient Monitoring

Built fo patie t ooms a d ca e e vi o me ts that eed depe dable wi eless video without a cabli g p oject, this compact came a pai s the O semi AR0234 se so with Dual-Ba d Wi-Fi, a elect omecha ical IR filte ,...

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NX3 Commercial Group Announces Private Charity Cocktail Reception Benefiting Grey Team

FORT LAUDERDALE, FL / ACCESS Newswi e / August 18, 2026 / NX3 Comme cial G oup, a Fo t Laude dale-based comme cial eal estate i vestme t sales fi m specializi g i et lease p ope ties atio wide, will host a exclusive p ivate cocktail eceptio...

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iTrustCapital Now Offers Stocks and ETFs Across All Accounts, Becoming the Most Comprehensive Multi-Asset Investing Platform

Stocks a d ETFs Now Available Ac oss iT ustCapital's Tax-Adva taged IRA* a d P emium Custody Accou t fo Eve yday I vesti g IRVINE, CA / ACCESS Newswi e / August 18, 2026 / iT ustCapital today a ou ced the lau ch of thousa ds of...

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Colgate PerioGard Sets a New Gold Standard: Becomes India’s First Gum Care Regimen to Earn the ISP Seal of Acceptance

MUMBAI, India, Aug. 18, 2026 /PRNewswire/ -- Colgate PerioGard announced that its advanced gum care portfolio - comprising PerioGard Toothpaste, Toothbrush and Mouthwash - has become the first in India to receive the Indian Society of Periodontology (ISP) Seal of Acceptance. This recognition marks a significant milestone in Indian oral...

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TestMu AI Launches Agent Assurance to Verify AI Agents Before They Ship

The new product verifies both the AI agents that talk to customers and the agents that act on systems, generating test scenarios directly from code, grading every action against real evidence, and reporting an assurance gap for everything it could not verifySAN FRANCISCO and NOIDA, India, Aug. 18, 2026 /PRNewswire/...

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Arise Launches Halo, an AI DataOps Capability for Enterprise AI

New capability connects credentialed professionals to expert human feedback and domain expertise supporting AI evaluation, RLHF, AI safety, and human-in-the-loop workflows. MIAMI, Aug. 18, 2026 /PRNewswire/ -- Arise, a technology platform company which connects enterprises to expert ecosystems at scale, today announced the launch of Halo by Arise, an AI DataOps...

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Vadzo Imaging Validates the AR0821 MIPI Camera for NVIDIA Jetson Orin: Bolt-821CRS Delivers 4K HDR, High-Performance ISP, and Flexible ROI

Vadzo Imagi g has completed NVIDIA Jetso O i platfo m validatio fo the Bolt-821CRS, a 8MP 4K HDR MIPI Came a built o the o semi AR0821 image se so . The module delive s 3840 x 2160 at up to 60fps i li ea eadout, embedded HDR eco...

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AI1000 Rankings Reshuffle in Q2, but Retail Challengers Hold the Lead

ReFiBuy's AI shoppi g be chma k, co-developed with Digital Comme ce 360, fi ds 972 of 1,000 etaile s cha ged a k; Nixo , No. 722 by o li e sales, took No. 1; a d ChatGPT was the leadi g AI efe al sou ce fo fewe...

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