{"company":{"id":3801667,"name":"Azuti Services","domain":"azutiservices.com","url":"https://alion.io/company/azuti-services"},"answer":"Azuti Services builds mostly with Python. Its stack also includes AWS, AWS Lambda, Amazon Redshift, PostgreSQL. LLM is named in 3 of the 3 job postings Azuti Services published in the last 12 months (100%). Counted by Alion from the job postings of Azuti Services, updated Oct 20, 2026.","window_days":365,"postings_analysed":3,"open_postings":2,"technologies_in_use":69,"modernity_score":88,"ai_adoption":true,"technologies":[{"name":"AI Agents","layer":"practices","postings":3,"share":1,"required":3,"open_postings":2,"first_seen":"2026-07-28","last_seen":"2026-08-17","median_stated_pay_usd":null},{"name":"Agentic Workflows","layer":"practices","postings":3,"share":1,"required":3,"open_postings":2,"first_seen":"2026-07-28","last_seen":"2026-08-17","median_stated_pay_usd":null},{"name":"LLM","layer":"ai","postings":3,"share":1,"required":1,"open_postings":2,"first_seen":"2026-07-28","last_seen":"2026-08-17","median_stated_pay_usd":null},{"name":"RAG","layer":"practices","postings":3,"share":1,"required":1,"open_postings":2,"first_seen":"2026-07-28","last_seen":"2026-08-17","median_stated_pay_usd":null},{"name":"Human-in-the-Loop","layer":"practices","postings":2,"share":0.6667,"required":2,"open_postings":1,"first_seen":"2026-08-10","last_seen":"2026-08-17","median_stated_pay_usd":null},{"name":"LLM Guardrails","layer":"practices","postings":2,"share":0.6667,"required":2,"open_postings":1,"first_seen":"2026-08-10","last_seen":"2026-08-17","median_stated_pay_usd":null},{"name":"A/B Testing","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"AWS","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"AWS Lambda","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Amazon ECS","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Amazon Redshift","layer":"data","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Amazon S3","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Amazon SageMaker","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Anthropic","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"AutoGen","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"CI/CD","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"CatBoost","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Chain-of-Thought","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Copilot","layer":"tools","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"CrewAI","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Cursor","layer":"tools","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Docker","layer":"tools","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Embeddings","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Evidently AI","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Feature Store","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Fine-tuning","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Function Calling","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Gemini","layer":"ai","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"GitHub","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"GitHub Actions","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Hallucination","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Hugging Face","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Interpretability","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"LLM Evaluation","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"LangChain","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"LangGraph","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"LightGBM","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Llama","layer":"ai","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"LlamaIndex","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"LoRA","layer":"ai","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"MLFlow","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Machine Learning","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Mistral","layer":"ai","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Model Context Protocol","layer":"tools","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Multi-Agent Systems","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Ollama","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"OpenAI","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"PEFT","layer":"ai","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Pandas","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Polars","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"PostgreSQL","layer":"data","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Prompt Engineering","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Python","layer":"languages","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"QLoRA","layer":"ai","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Qdrant","layer":"data","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Qwen","layer":"ai","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Reranking","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"SHAP","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Sentence-Transformers","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Time Series Forecasting","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Tool Use","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Transformers","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Weaviate","layer":"data","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Weights & Biases","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Windsurf","layer":"tools","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"XGBoost","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"dbt","layer":"tools","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"pgvector","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"vLLM","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null}],"own_products":[],"changes":{"first_appeared":[],"rising":[],"falling":[],"not_seen_180d":[]},"similar_stacks":[{"name":"Acadian Asset Management","url":"https://alion.io/company/acadian-asset/technologies","shared_technologies":6},{"name":"Secondslope","url":"https://alion.io/company/secondslope","shared_technologies":6},{"name":"Mcbankny","url":"https://alion.io/company/mcbankny","shared_technologies":6},{"name":"MethodHub Software","url":"https://alion.io/company/methodhub-software/technologies","shared_technologies":6},{"name":"Fulcrum Digital","url":"https://alion.io/company/fulcrumdigital/technologies","shared_technologies":6},{"name":"NTT DATA AIVista","url":"https://alion.io/company/nttdata-aivista/technologies","shared_technologies":6},{"name":"PeopleLoop","url":"https://alion.io/company/peopleloop","shared_technologies":6},{"name":"Datalign","url":"https://alion.io/company/datalign/technologies","shared_technologies":6}],"html_url":"https://alion.io/company/azuti-services/technologies","json_url":"https://alion.io/company/azuti-services/technologies.json","license":"CC BY-SA 4.0","meta":{"source":"Alion","built_at":"2026-10-20T16:01:38Z","generated_at":"2026-10-20T20:50:15Z"}}