Services & Capabilities

AI Engineering. Vision AI.
Data Services.

End-to-end AI for companies that need production systems — not prototypes. We build the model, collect the data, and ship the system.

shipai@spinacle.net — auditbuildai@spinacle.net — build
AI Engineering

Agentic systems & LLM integration

Fixed-fee engagements. Production-ready output. Real outcomes.

Agentic Systems
Multi-step AI agents that automate complex workflows end-to-end. From data ingestion to decision output — without human handholding.
LLM OrchestrationWorkflow AutomationMCP Integration
🔗
LLM Integration & RAG
Embed GPT-4o, Claude, or Gemini into your existing systems with retrieval-augmented generation that stays accurate on your proprietary data.
RAG PipelinesVector DBsAPI Integration
🗄
Data Pipelines & AI Readiness
Most AI projects fail at the data layer. We build the ingestion, transformation, and vector infrastructure your models actually need.
ETL PipelinesVector Infrastructuredbt / Airflow
📊
AI Strategy & Architecture
Model selection, stack design, and roadmap planning. We tell you what to build — and what not to — before you commit engineering time.
Use Case DiscoveryArchitecture DesignStack Audit
Vision AI

Deep learning & computer vision

Custom models trained on your data for your environment — not generic APIs with generic accuracy.

👁
Computer Vision Model Training
Custom deep learning models trained on your domain data — object detection, image classification, semantic segmentation, and pose estimation.
YOLODetectron2ViTRT-DETR
🏭
Industrial Vision AI
Automated visual inspection, defect detection, and quality control for manufacturing lines — replacing manual inspection with sub-second AI decisions.
Defect DetectionQC AutomationAnomaly Detection
📹
Video Analytics & Tracking
Real-time object tracking, action recognition, and scene understanding for surveillance, logistics, and retail environments.
Multi-object TrackingAction RecognitionRTSP / Edge
📄
Document AI & OCR
Intelligent document processing — layout analysis, table extraction, handwriting recognition, and structured data output from unstructured documents.
Layout AnalysisTable ExtractionForm Parsing
Data Services

Data labeling, collection & creation

Your model is only as good as your data. We build the dataset first — with the precision, volume, and format your training pipeline requires.

🏷
Image & Video Annotation
Precise labeling for vision model training — bounding boxes, polygon masks, semantic segmentation, keypoints, and YOLO/COCO format outputs.
Bounding BoxesSegmentation MasksYOLO Format
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3D & LiDAR Labeling
Point cloud annotation, 3D bounding boxes, and sensor fusion labeling for autonomous systems, robotics, and industrial mapping applications.
Point Clouds3D BoxesSensor Fusion
🔬
Synthetic Data Generation
Generate high-quality labeled training data using GANs, diffusion models, and simulation — for rare classes, edge cases, and privacy-constrained domains.
GANsDiffusion ModelsSimulation
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Dataset Creation & Curation
We design and execute end-to-end data collection campaigns — field capture, web scraping, and crowd-sourced collection — with built-in quality assurance.
Data CollectionQuality FilteringDeduplication
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Domain Data Pipelines
Automated pipelines that ingest, clean, transform, and version your domain-specific datasets — keeping your training data current as the world changes.
ETLData VersioningActive Learning
Data Quality & Audit
Audit existing training datasets for label noise, class imbalance, and distribution shift — and fix what's causing your model to underperform.
Label NoiseClass BalanceDistribution Shift
Engagement model

One workflow. One production system. Fixed fee.

01
Discovery
We scope your workflow, define success metrics, and agree on a fixed-fee build.
02
Engineer
4-week sprints. Weekly demos. Production-ready code, trained models, labeled datasets — not prototypes.
03
Ship
We deploy, monitor, and document. Optional monthly retainer for ongoing iteration and data refresh.
Industries

Verticals We Serve

Manufacturing & Quality ControlRetail & E-CommerceLogistics & Supply ChainFintech & BFSILegal & ComplianceSaaS & Developer ToolsAgriculture & Precision FarmingEnergy & UtilitiesSecurity & SurveillanceAutomotive & Mobility
Ready to start?

From data to deployed model. In weeks.

One workflow. One production AI system or trained model. Fixed engagement. Zero ambiguity.

shipai@spinacle.net — auditbuildai@spinacle.net — build