Systems we’ve shipped.

Each project opens into a concise case study showing the real features, architecture and technologies used. Client-specific names are anonymized where required.

REFERENCE PIPELINEILLUSTRATIVE UI

content verificationshared link

▶

transcript

references found

QuranHadithTafsir

✓ Cross-referenced

Shared Video→Transcription→Knowledge Search→References

AI Systems / Islamic Technology

Daleel: AI-Powered Islamic Content Verification

A source-grounded AI backend for checking Islamic references in shared social content.

PythonRAGVector Search

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RETRIEVAL + MEMORYILLUSTRATIVE UI

training assistantEN · DE

SourcesDog profileMemory

↗

User Question→Rewrite→Vector Search→Rerank→Answer

AI Systems / Pet Care & Dog Training

Dog Training AI Assistant

Bilingual RAG and personalization system for dog behaviour and training guidance.

PythonFastAPIOpenAI

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TOOL-ROUTING ENGINEILLUSTRATIVE UI

ai brainClickUp Slack

⚙ ClickUp search⚙ Slack search

StreamingMulti-step

↗

Team Question→AI Router→ClickUp / Slack→Answer

AI Systems / Internal Operations & Productivity

AI Brain: Internal Operations Assistant

One conversational interface for internal project and team communication data.

PythonFastAPIOpenAI API

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PRODUCT DATA PIPELINEILLUSTRATIVE UI

product researchCSV / XLSX

ASINMaterialDimensionsFeatures

AI attribute extraction✓ Sent to Slack

ASIN Batch→Product API→AI Extraction→Spreadsheet

AI Automation / E-Commerce & Amazon

AI-Powered Amazon Product Research Agent

Bulk ASIN research transformed into structured, AI-extracted product attributes.

n8nOpenAIRapidAPI

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CHANGE DETECTIONILLUSTRATIVE UI

listing changesweekly check

title

−

+

bullet points

+

AI summary

Scheduled Check→Listing API→Historical Diff→AI Summary

AI Automation / E-Commerce & Amazon

Amazon Competitor Listing Change Tracker

Scheduled detection and AI explanation of competitor listing edits.

n8nOpenAIRapidAPI

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PRICING SIGNALILLUSTRATIVE UI

price historyDaily Weekly

↑ increase↓ decreaseDeal detected

Scheduled Check→Pricing API→Price History→Price Signal

AI Automation / E-Commerce & Amazon

Amazon Price & Deals Tracker

Daily and weekly automated price monitoring, deal detection and comparison.

n8nAmazon Product Data APIScheduled Workflows

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SPREADSHEET INTELLIGENCEILLUSTRATIVE UI

workbook.xlsx2 tables detected

Excel File→Structure Detection→AI Analysis→Answer

AI Systems / Data Analytics & Business Intelligence

Excel Chat: AI Spreadsheet Conversational Agent

Natural-language analysis of messy, multi-table and unstructured Excel files.

PythonOpenAI APIPandasAI

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MEDICAL ANNOTATIONDECODING / BITS

Data Annotation↗

Data Annotation / Healthcare & Medical AI

Medical & Surgical Data Annotation

High-attention annotation and QC for medical imagery and procedural video.

Bounding boxesPolygonsSegmentation masks

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TEMPORAL CONSISTENCYDECODING / BITS

Data Annotation↗

Data Annotation / Transportation, CCTV & Surveillance

Video Annotation & Object Tracking

Sequence-level labeling where identities, attributes and boundaries stay consistent frame to frame.

Multi-object trackingTracking IDsDynamic attributes

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PIXEL-LEVEL LABELSDECODING / BITS

Data Annotation↗

Data Annotation / Retail, Warehousing & Infrastructure

Image Annotation & Segmentation

Detection and pixel-level segmentation across infrastructure, retail and warehouse scenes.

Bounding boxesPolygonsPolylines

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DOMAIN DETAILDECODING / BITS

Data Annotation↗

Data Annotation / Industrial, Geospatial & AgriTech

Industrial, Geospatial & Agricultural Data

Domain-aware annotation where fine details and boundary consistency matter.

PolygonsSegmentationBoundaries

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MULTIMODAL LABELSDECODING / BITS

Data Annotation↗

Data Annotation / Language, Speech & Document AI

Text, Audio & Document Data

Structured labeling for language, audio and document-centric AI workflows.

NERClassificationSpeech segmentation

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DEDICATED QCDECODING / BITS

Data Annotation↗

Data Annotation / AI Data Quality

Independent Annotation Quality Control

A dedicated QC function that verifies accuracy, consistency and guideline alignment.

SamplingRework verificationEdge-case documentation

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