End-to-end AI imaging system
A browser-based image analysis platform: data pipeline, deep learning-based automatic segmentation, cloud model deployment, and client-side inference. A single flow from raw data input to 3D output.
Layer 2 · Enterprise
From data pipeline setup to domain-specific model development, from team training to AI integration in your existing product, consulting and development from a single source. Single-source execution: the person who makes the decision is the same one who writes the code.
Work Examples
The following are examples from the product and research systems developed by lead consultant Burak Serteser. The same data and AI engineering expertise is applied to your enterprise projects.
A browser-based image analysis platform: data pipeline, deep learning-based automatic segmentation, cloud model deployment, and client-side inference. A single flow from raw data input to 3D output.
Anonymization of raw data, ground-truth labeling, harmonization, and conversion into a model-ready dataset. Clean, traceable data for training and validation.
Automatic, reproducible transformation from scattered raw data (DICOM, Excel, record systems) into a research-ready and production-ready structure. Version-controlled and auditable.
Packages
All prices are in USD and are presented in TL at the proposal stage using the Central Bank exchange rate. Scope is customized to your needs.
Package P1
3-8 weeks
We build your company's data pipeline from scratch. Which data should be collected, how it should be cleaned, which metrics should be tracked, how often reporting should happen; we make your decision-making processes data-driven.
Range
Scoped on a call
Package P2
1-3 weeks
A customized workshop for your team to integrate artificial intelligence tools into their daily workflow. We map out the use cases together, then operationalize them through hands-on sessions.
Range
Scoped on a call
Package P3
4 weeks
Structured training for ChatGPT, Claude, Perplexity, Gemini, and artificial intelligence tools specific to your field. Prompt engineering, model selection, cost optimization, and verification methods.
Range
Scoped on a call
Package P4
6-12 weeks
We fine-tune open-source models on your data, or develop domain-specific custom models. Image, text, or tabular data; classification, segmentation, regression, generation.
Range
Scoped on a call
Package P5
4-10 weeks
Integration of artificial intelligence features into your existing website or application: chatbot, smart search, automatic summarization, personalized recommendations, document analysis. API-based or self-hosted.
Range
Scoped on a call
Combined Package · P4 + P5
An end-to-end package where P4 and P5 run together. The model trained on your data connects live directly to your web or application, including API, auth, and deployment.
Planned as a single package; more efficient than running them separately.
Range
Scoped on a call
10-16 weeks
Hourly
One-time consulting
Hourly support for a specific decision, a quick architecture review, or out-of-scope questions.
Scoped on a call
Monthly Retainer
Continuous access
A fixed monthly hour package, priority response time, and a fixed retainer fee. For long-term collaborations.
Determined by consultation
Working Model
I write the code in your repo, deploy to your infrastructure, and IP is fully transferred at final payment. AI-assisted development is explicitly stated in the contract.
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Is self-hosted or on-prem required? For KVKK-heavy or regulation-restricted work, delivery as a Docker / ONNX package is available. You run the model on your own server; the source code and model artifacts remain in your hands.
First Step
In a 15-minute introductory call, I listen to the current situation and the goal, then send a written proposal.