{"company":{"id":689510,"name":"The Optimal Group","domain":"theoptimalgroup.co.uk","url":"https://alion.io/company/theoptimalgroup"},"answer":"The Optimal Group builds mostly with Python. Its stack also includes Windows, AWS, LangChain, PyTorch. ChatGPT is named in 8 of the 11 job postings The Optimal Group published in the last 12 months (73%). Counted by Alion from the job postings of The Optimal Group, updated Nov 5, 2026.","window_days":365,"postings_analysed":11,"open_postings":9,"technologies_in_use":13,"modernity_score":92,"ai_adoption":true,"technologies":[{"name":"ChatGPT","layer":"ai","postings":8,"share":0.7273,"required":8,"open_postings":8,"first_seen":"2026-10-29","last_seen":"2026-10-29","median_stated_pay_usd":46581},{"name":"Windows","layer":"cloud","postings":2,"share":0.1818,"required":2,"open_postings":1,"first_seen":"2026-08-24","last_seen":"2026-10-30","median_stated_pay_usd":null},{"name":"AI Agents","layer":"practices","postings":1,"share":0.0909,"required":1,"open_postings":0,"first_seen":"2026-04-14","last_seen":"2026-04-14","median_stated_pay_usd":null},{"name":"AWS","layer":"cloud","postings":1,"share":0.0909,"required":1,"open_postings":0,"first_seen":"2026-04-14","last_seen":"2026-04-14","median_stated_pay_usd":null},{"name":"Azure","layer":"cloud","postings":1,"share":0.0909,"required":1,"open_postings":0,"first_seen":"2026-04-14","last_seen":"2026-04-14","median_stated_pay_usd":null},{"name":"GCP","layer":"cloud","postings":1,"share":0.0909,"required":1,"open_postings":0,"first_seen":"2026-04-14","last_seen":"2026-04-14","median_stated_pay_usd":null},{"name":"LLM","layer":"ai","postings":1,"share":0.0909,"required":1,"open_postings":0,"first_seen":"2026-04-14","last_seen":"2026-04-14","median_stated_pay_usd":null},{"name":"LangChain","layer":"frameworks","postings":1,"share":0.0909,"required":1,"open_postings":0,"first_seen":"2026-04-14","last_seen":"2026-04-14","median_stated_pay_usd":null},{"name":"Machine Learning","layer":"practices","postings":1,"share":0.0909,"required":1,"open_postings":0,"first_seen":"2026-04-14","last_seen":"2026-04-14","median_stated_pay_usd":null},{"name":"PyTorch","layer":"frameworks","postings":1,"share":0.0909,"required":1,"open_postings":0,"first_seen":"2026-04-14","last_seen":"2026-04-14","median_stated_pay_usd":null},{"name":"Python","layer":"languages","postings":1,"share":0.0909,"required":1,"open_postings":0,"first_seen":"2026-04-14","last_seen":"2026-04-14","median_stated_pay_usd":null},{"name":"RAG","layer":"practices","postings":1,"share":0.0909,"required":1,"open_postings":0,"first_seen":"2026-04-14","last_seen":"2026-04-14","median_stated_pay_usd":null},{"name":"TensorFlow","layer":"frameworks","postings":1,"share":0.0909,"required":1,"open_postings":0,"first_seen":"2026-04-14","last_seen":"2026-04-14","median_stated_pay_usd":null}],"own_products":[],"changes":{"first_appeared":[{"name":"ChatGPT","first_seen":"2026-10-29"},{"name":"Windows","first_seen":"2026-08-24"}],"rising":[],"falling":[],"not_seen_180d":[]},"similar_stacks":[{"name":"Ferrovial","url":"https://alion.io/company/ferrovial/technologies","shared_technologies":13},{"name":"Blink Health","url":"https://alion.io/company/blink-health/technologies","shared_technologies":13},{"name":"Euromonitor","url":"https://alion.io/company/euromonitor/technologies","shared_technologies":13},{"name":"Naver Corporation","url":"https://alion.io/company/naver/technologies","shared_technologies":13},{"name":"Trulioo","url":"https://alion.io/company/trulioo/technologies","shared_technologies":13},{"name":"CIT","url":"https://alion.io/company/cit/technologies","shared_technologies":13},{"name":"SD Worx","url":"https://alion.io/company/sd-worx-poland/technologies","shared_technologies":13},{"name":"MaintainX","url":"https://alion.io/company/maintainx/technologies","shared_technologies":13}],"html_url":"https://alion.io/company/theoptimalgroup/technologies","json_url":"https://alion.io/company/theoptimalgroup/technologies.json","license":"CC BY-SA 4.0","meta":{"source":"Alion","built_at":"2026-11-05T12:57:30Z","generated_at":"2026-11-06T04:34:09Z"}}