An AI powerhouse.
A decade in the making.
We build AI products and operational systems that read documents, answer questions, analyse business data, generate structured content and automate workflows. Explore the actual products, implementations and engineering decisions behind our work.
Products
View all products ↗DICE — Document Intelligent Compliance Engine
Turn complex document packs into structured, reviewable checks. AI extracts information; configured rules assess it; people review findings and corrections.
Publicly described product; implementation not independently auditedConversational access to documentsOmansgate
Attach documents and ask questions in Arabic or English, with OCR support for scanned material and deployment arrangements defined for the customer environment.
Publicly described product; implementation repository not identifiedBusiness-configured conversational agentsTACA — TOOT AI Conversational Agent
Create, teach, test and publish a conversational agent configured around business knowledge, behaviour, requests and human handover.
Inspected active repository and documented product; individual release claims require current verificationAI Solutions
View all ai solutions ↗Document intelligence and compliance checking
Read messy document inputs, extract structured fields and evaluate them against explicit checklists.
Supported by DICE product descriptionAI SolutionsPrivate document assistants
Bilingual question answering over user-provided files, with deployment and retention terms made explicit.
Supported by Omansgate product descriptionAI SolutionsConversational agents and workflow automation
Configure conversational behaviour, business knowledge, requests and human handover paths.
Supported by TACA and owner-described customer workAI SolutionsStructured content-production automation
Generate and assemble complex content through a sequence of explicit approvals and transformations.
Owner-confirmed workflowAI SolutionsConversational business intelligence
Make enterprise data accessible through natural-language questions while retaining query inspection.
SAP Business One demo prototypeAI SolutionsLegacy migration and AI integration
Recover, restructure and integrate complex archives and business information into modern systems.
Supported by Mominoun migrationAI SolutionsLanguage and speech processing
Arabic NLP research, translation, transcription and corpus-engineering initiatives.
Published research and historical portfolio recordsSelected projects
View all selected projects ↗Private AI content-production workflow
A staged system turns a course brief into approved objectives, lessons, topics and assembled content, including video, lab and text outputs.
Owner-confirmed functioning workflow; source/output mapping incompleteLegacy archive restructuringMominoun publishing-platform migration
Migrating a fragmented legacy publishing archive into a new CMS-backed platform supporting articles, books, journals and other formats.
Owner-confirmed delivery; backend implementation details unverifiedNatural language to inspectable SQLConversational analysis of SAP Business One
A local AI-assisted application converts English and Arabic questions into T-SQL against a SAP Business One demo database, with queries and results available for inspection.
Working prototype against demo dataForecasting and planner decision supportSAP MRP Intelligence Platform
An intelligence layer proposed alongside SAP for forecasting, shortage prediction, exception prioritisation and human-reviewed planning decisions.
Documented development initiative; executable runtime not verifiedSales workflow developmentAI sales-force automation
An owner-described initiative to evaluate prospects and automate follow-up across stages of a sales funnel.
Under development; implementation evidence limitedBusiness request automationCustomer conversational agents
Custom agents built for customer-facing requests, with exact integrations and publication permissions assessed case by case.
Owner-confirmed work; individual customer workflows need approvalTACA use-case evaluationBilingual banking agent evaluation
An unnamed UAE bank evaluated bilingual answers to banking products, policies and procedures.
Evaluation; no verified production rolloutHistorical language engineering portfolioTranslation, transcription and corpus engineering
Historical work includes Samsung AI Translation, Samsung AI Transcribe and Samsung Corpus Engineering, alongside Arabic language-processing research.
Portfolio-listed initiatives; delivery scope and assets need verificationHistorical portfolioMedia and government AI initiatives
Documented portfolio entries include government stereotype analysis, AI Media Hub, AI Digital Diplomacy, WAM AI Media Lab and Excitem Facebook TV.
Historical mentions; software scope and publication clearance unresolvedTechnology
View all technology ↗Local versus managed-cloud AI
Choose inference and deployment according to the actual system, not a blanket claim that all AI is private or local.
Architecture principles from product recordsTechnologyAI extraction versus deterministic checks
Keep interpretation separate from explicit business-rule verdicts.
DICE product workflowTechnologyAgent configuration and asynchronous processing
Structured agent playbooks, background workers and published customer-facing conversations.
TACA documented architectureTechnologyStructured data and enterprise integration
Connect natural-language interfaces to inspectable enterprise queries while respecting system-of-record boundaries.
SAP demo and MRP initiativeTechnologyArabic and English language engineering
Bilingual interfaces and Arabic NLP research require careful attribution and evaluation.
Published research and product descriptionsTechnologyProvenance, review and human approvals
Make generated outputs reviewable and keep explicit approval gates where the workflow requires them.
Documented across multiple workflowsOur story
About Toot ↗Our AI work began in 2014, according to the company's history, with the first AI project in 2019 and published Arabic NLP research in 2020. Today the portfolio spans document intelligence, conversational agents, AI-driven content workflows and enterprise integration. Read the timeline and research context ↗
Let's discuss your use case
Contact ↗Whether the challenge involves documents, business data or a workflow that needs automation, the starting point is understanding the process and its constraints. Verified contact details will be added before public launch.