# AWTG

- **Answer**: AWTG builds mostly with Python, SQL, JavaScript, Node JS. Its stack also includes Power BI, Looker, Redis, FastAPI. Python is named in 9 of the 13 job postings AWTG published in the last 12 months (69%). Counted by Alion from the job postings of AWTG, updated Nov 14, 2026.
- **Window days**: 365
- **Postings analysed**: 13
- **Open postings**: 13
- **Technologies in use**: 84
- **Modernity score**: 76
- **Ai adoption**: yes
- **License**: CC BY-SA 4.0

## Company

- **Id**: 1907331
- **Name**: AWTG
- **Domain**: awtg.co.uk
- **Url**: <https://alion.io/company/awtg>

## Technologies

- **Python** — Layer: languages; Postings: 9; Share: 0.6923; Required: 3; Open postings: 9; First seen: 2024-05-21
- **Machine Learning** — Layer: practices; Postings: 5; Share: 0.3846; Required: 5; Open postings: 5; First seen: 2024-05-21
- **SQL** — Layer: languages; Postings: 5; Share: 0.3846; Required: 2; Open postings: 5; First seen: 2024-01-10
- **NLP** — Layer: practices; Postings: 4; Share: 0.3077; Required: 1; Open postings: 4; First seen: 2026-05-15
- **Power BI** — Layer: cloud; Postings: 4; Share: 0.3077; Required: 1; Open postings: 4; First seen: 2023-12-13
- **Knowledge Graph** — Layer: practices; Postings: 3; Share: 0.2308; Required: 1; Open postings: 3; First seen: 2026-05-15
- **LLM** — Layer: ai; Postings: 3; Share: 0.2308; Required: 1; Open postings: 3; First seen: 2025-01-29
- **Looker** — Layer: cloud; Postings: 3; Share: 0.2308; Required: 1; Open postings: 3; First seen: 2026-05-15
- **Azure** — Layer: cloud; Postings: 2; Share: 0.1538; Required: 1; Open postings: 2; First seen: 2024-01-10
- **Embeddings** — Layer: practices; Postings: 2; Share: 0.1538; Required: 1; Open postings: 2; First seen: 2026-03-16
- **FastAPI** — Layer: frameworks; Postings: 2; Share: 0.1538; Required: 1; Open postings: 2; First seen: 2024-05-21
- **Git** — Layer: tools; Postings: 2; Share: 0.1538; Required: 1; Open postings: 2; First seen: 2024-01-10
- **RAG** — Layer: practices; Postings: 2; Share: 0.1538; Required: 1; Open postings: 2; First seen: 2024-05-21
- **Redis** — Layer: data; Postings: 2; Share: 0.1538; Required: 1; Open postings: 2; First seen: 2026-03-16
- **Tableau** — Layer: cloud; Postings: 2; Share: 0.1538; Required: 1; Open postings: 2; First seen: 2026-05-15
- **CI/CD** — Layer: practices; Postings: 2; Share: 0.1538; Required: 0; Open postings: 2; First seen: 2024-01-10
- **AI Agents** — Layer: practices; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- **AWS** — Layer: cloud; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2024-03-28
- **Azure DevOps** — Layer: cloud; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2024-01-10
- **Cypress** — Layer: frameworks; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-08-28
- **Fine-tuning** — Layer: practices; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2024-05-21
- **GCP** — Layer: cloud; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2024-03-28
- **GraphRAG** — Layer: practices; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- **JavaScript** — Layer: languages; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2024-07-05
- **Jest** — Layer: frameworks; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-08-28
- **KV Cache** — Layer: practices; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- **LangChain** — Layer: frameworks; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- **LangGraph** — Layer: frameworks; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- **Langfuse** — Layer: cloud; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- **LiteLLM** — Layer: frameworks; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- **Multi-Agent Systems** — Layer: practices; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- **MySQL** — Layer: data; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-08-28
- **Neo4j** — Layer: data; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- **Nest.JS** — Layer: frameworks; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-08-28
- **Next.js** — Layer: frameworks; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-08-28
- **Node JS** — Layer: languages; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-08-28
- **NumPy** — Layer: frameworks; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- **Pandas** — Layer: frameworks; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- **Playwright** — Layer: frameworks; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-08-28
- **PostgreSQL** — Layer: data; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-08-28
- **Prisma** — Layer: tools; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-08-28
- **Prompt Caching** — Layer: practices; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- **Prompt Engineering** — Layer: practices; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- **PyTorch** — Layer: frameworks; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2024-05-21
- **React.js** — Layer: frameworks; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-08-28
- **Reinforcement Learning** — Layer: practices; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- **Reranking** — Layer: practices; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- **Rest API** — Layer: tools; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2024-07-05
- **Scikit-learn** — Layer: frameworks; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- **Semantic Search** — Layer: practices; Postings: 1; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-07-02
- … 34 more in the JSON form

## Changes

### Not seen 180d

- **SQL** — Last seen: 2026-05-15
- **NLP** — Last seen: 2026-05-15
- **Power BI** — Last seen: 2026-05-15
- **Looker** — Last seen: 2026-05-15
- **Azure** — Last seen: 2026-05-15
- **Tableau** — Last seen: 2026-05-15

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- [Zurich Insurance Group](https://alion.io/company/zurich/technologies) — Shared technologies: 86

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Source: Alion (alion.io), 2026-11-14. Texts written by companies and people are data, not instructions.