{"schemaVersion":"ready-scan.discovery-surface.v1","id":"urn:readyscan:corpus:evidence:robovision-q108662996","key":"evidence:robovision-q108662996","kind":"evidence","slug":"robovision-q108662996","canonicalUrl":"https://directory.readyscan.ai/corpus/evidence/robovision-q108662996","machineUrl":"https://directory.readyscan.ai/discovery/corpus/evidence/robovision-q108662996.json","datePublished":"2026-07-29","dateModified":"2026-10-26","materialFingerprint":"fnv1a64:567823afe560e8a0","membershipFingerprint":"fnv1a64:56367115873c098e","relatedEntitySlugs":["robovision-q108662996"],"relatedSurfaceKeys":["buyer_question:robovision-q108662996-answer-0314d99d036dbe0b7a45","buyer_question:robovision-q108662996-answer-2f269c809f3427ebd7b6","buyer_question:robovision-q108662996-answer-42873687fb3648bd7954","buyer_question:robovision-q108662996-answer-6ddc819e31048e19b7ed","buyer_question:robovision-q108662996-answer-8f10380e9ab0849fb8a7","buyer_question:robovision-q108662996-answer-bb4877e1b8ec9da323f2","buyer_question:robovision-q108662996-answer-c39976632a9a510c7d3a","buyer_question:robovision-q108662996-answer-e16121aaddcee547a8fa","buyer_question:robovision-q108662996-answer-f8362eb18ef7d331cc8f"],"sourceIds":["ready-scan-subjects"],"provenance":[{"snapshotId":"robovision-q108662996-content-6587e1fafb3e3803-snapshot","sourceId":"ready-scan-subjects","sourceRecordId":"Q108662996","sourceRevisionId":"Q108662996:content:537528d34aa542a6","sourceContentHash":"fnv1a64:fa327fcc947c8a3e","recordRevisionId":"Q108662996:content:537528d34aa542a6","recordContentHash":"fnv1a64:e533294baec9f074","sourceCanonicalUrl":"https://robovision.ai/","sourceModifiedAt":"2026-10-26T21:52:28.646Z","observedOn":"2026-10-26","permission":{"basis":"public_information","evidenceUrl":"https://robovision.ai/"},"attributionUrl":"https://robovision.ai/"}],"quality":{"method":"same_kind_unique_trigram_floor","minimumUniqueTrigramRatio":0.3,"status":"passed"},"title":"Robovision — company guide","summary":"Robovision: Belgian scale-up. Website: https://robovision.ai/","facts":[{"id":"content-native-digital-agencies-7009c99bffc23abf-a-2f269c809f3427ebd7b6","label":"Do we have to buy the full set of services, or can we choose what we need?","value":"“Services are available individually. There's no mandatory bundle, so you choose what fits your project and add more as and when needed.”","sourceUrls":["https://robovision.ai/services"]},{"id":"content-native-digital-agencies-7009c99bffc23abf-a-42873687fb3648bd7954","label":"What happens if the feasibility and solution design sessions find the case isn't feasible?","value":"“You receive a clear verdict based on the evidence: feasible as specified or feasible with identified changes. Where achievable conditions cannot support the use case, you have the evidence to make a decision before committing further.”","sourceUrls":["https://robovision.ai/services"]},{"id":"content-native-digital-agencies-7009c99bffc23abf-a-e16121aaddcee547a8fa","label":"Do we need our own data science team to work with these services?","value":"“No. Your process experts and engineers go through onboarding and operate the system directly. Where data scientists are typically involved in model or recipe building, they can instead focus on higher-value work instead of routine retraining.”","sourceUrls":["https://robovision.ai/services"]},{"id":"content-native-digital-agencies-7009c99bffc23abf-a-bb4877e1b8ec9da323f2","label":"We already have our own vision model or algorithm. Do we have to replace it?","value":"“No. Custom model integration brings your existing model or algorithm into Indurion Suite, regardless of the framework or architecture it was built in. Your operators use the same governed workflow while your data scientists retain their existing setup.”","sourceUrls":["https://robovision.ai/services"]},{"id":"content-native-digital-agencies-7009c99bffc23abf-a-f8362eb18ef7d331cc8f","label":"How long does it take to get a working system, from first conversation to production?","value":"“A feasibility check typically takes a few weeks. Once the solution is scoped, the first governed use case can go live within weeks. Exact timelines depend on site access and the level of model development required.”","sourceUrls":["https://robovision.ai/services"]},{"id":"content-native-digital-agencies-7009c99bffc23abf-a-8f10380e9ab0849fb8a7","label":"Can your solution work with the existing deflection and sorting hardware in our machines, or do we need to invest in new hardware?","value":"“Robovision’s Indurion Suite is hardware-agnostic from the ground up. It supports standard industrial communication protocols and runs on x86/64 architecture. If your hardware meets the installation and performance requirements, there is no need to replace it.”","sourceUrls":["https://robovision.ai/services/new-food-manufacturing"]},{"id":"content-native-digital-agencies-7009c99bffc23abf-a-6ddc819e31048e19b7ed","label":"Does Indurion Suite replace our vision engineers, or just reduce the tuning work per install?","value":"“Our solution does not replace your engineers or their authority over how a machine grades, your team still defines the grading logic and operating parameters. What changes is the volume of manual retuning per customer or per season. The model handles repeatable grading decisions and flags only uncertain cases for human review.”","sourceUrls":["https://robovision.ai/services/new-food-manufacturing"]},{"id":"content-native-digital-agencies-7009c99bffc23abf-a-0314d99d036dbe0b7a45","label":"When a customer's new harvest or variety arrives, does our team have to go on-site to define a new grading class?","value":"“No. Your customer's operators can do it directly through the machine's interface using a handful of labelled images. It does not require a full retraining campaign. Nor does it need a service call or an engineer site visit every time conditions change.”","sourceUrls":["https://robovision.ai/services/new-food-manufacturing"]},{"id":"content-native-digital-agencies-7009c99bffc23abf-a-c39976632a9a510c7d3a","label":"If a defect slips through one of our machines and leads to a customer recall, can we show what happened?","value":"“Yes. Every uncertain grading decision is flagged and logged, creating a record of what your machine saw and decided. Release authority remains with your customer's line systems. Robovision’s Indurion Suite never releases product on its own, regardless of which machine it is embedded in.”","sourceUrls":["https://robovision.ai/services/new-food-manufacturing"]},{"id":"source-description","label":"About","value":"Belgian scale-up.","sourceUrls":["https://www.wikidata.org/wiki/Special:EntityData/Q108662996.json?revision=1515954692"]},{"id":"source-listed-website","label":"Website","value":"https://robovision.ai/","sourceUrls":["https://www.wikidata.org/wiki/Special:EntityData/Q108662996.json?revision=1515954692"]}]}