{"company":{"id":669849,"name":"Abundant","domain":"abundant.ai","url":"https://alion.io/company/abundant-2"},"answer":"Abundant builds mostly with Python. Its stack also includes AWS. AWS is named in 3 of the 9 job postings Abundant published in the last 12 months (33%). Counted by Alion from the job postings of Abundant, updated Nov 3, 2026.","window_days":365,"postings_analysed":9,"open_postings":9,"technologies_in_use":19,"modernity_score":68,"ai_adoption":true,"technologies":[{"name":"Knowledge Distillation","layer":"practices","postings":5,"share":0.5556,"required":5,"open_postings":5,"first_seen":"2026-07-07","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Model Distillation","layer":"practices","postings":5,"share":0.5556,"required":5,"open_postings":5,"first_seen":"2026-07-07","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Post-training","layer":"practices","postings":5,"share":0.5556,"required":5,"open_postings":5,"first_seen":"2026-07-07","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"AI Agents","layer":"practices","postings":4,"share":0.4444,"required":4,"open_postings":4,"first_seen":"2026-07-07","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Reinforcement Learning","layer":"practices","postings":4,"share":0.4444,"required":4,"open_postings":4,"first_seen":"2026-07-07","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"NLP","layer":"practices","postings":4,"share":0.4444,"required":2,"open_postings":4,"first_seen":"2026-07-07","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"AWS","layer":"cloud","postings":3,"share":0.3333,"required":3,"open_postings":3,"first_seen":"2026-08-20","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Claude Code","layer":"tools","postings":3,"share":0.3333,"required":3,"open_postings":3,"first_seen":"2026-07-07","last_seen":"2026-09-09","median_stated_pay_usd":null},{"name":"Multimodal AI","layer":"practices","postings":3,"share":0.3333,"required":3,"open_postings":3,"first_seen":"2026-08-20","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"OpenAI Codex","layer":"tools","postings":3,"share":0.3333,"required":3,"open_postings":3,"first_seen":"2026-07-07","last_seen":"2026-09-09","median_stated_pay_usd":null},{"name":"Physical AI","layer":"practices","postings":3,"share":0.3333,"required":3,"open_postings":3,"first_seen":"2026-08-20","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"SFT","layer":"practices","postings":3,"share":0.3333,"required":3,"open_postings":3,"first_seen":"2026-08-20","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Synthetic Data","layer":"practices","postings":3,"share":0.3333,"required":3,"open_postings":3,"first_seen":"2026-08-20","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"RLAIF","layer":"practices","postings":3,"share":0.3333,"required":0,"open_postings":3,"first_seen":"2026-07-07","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"RLHF","layer":"practices","postings":3,"share":0.3333,"required":0,"open_postings":3,"first_seen":"2026-07-07","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Python","layer":"languages","postings":2,"share":0.2222,"required":2,"open_postings":2,"first_seen":"2026-07-07","last_seen":"2026-08-26","median_stated_pay_usd":null},{"name":"LLM","layer":"ai","postings":1,"share":0.1111,"required":1,"open_postings":1,"first_seen":"2026-09-16","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Red Teaming","layer":"practices","postings":1,"share":0.1111,"required":1,"open_postings":1,"first_seen":"2026-09-16","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Interpretability","layer":"practices","postings":1,"share":0.1111,"required":0,"open_postings":1,"first_seen":"2026-09-16","last_seen":"2026-09-16","median_stated_pay_usd":null}],"own_products":[],"changes":{"first_appeared":[],"rising":[],"falling":[],"not_seen_180d":[]},"similar_stacks":[{"name":"Apollo Research","url":"https://alion.io/company/apollo-research/technologies","shared_technologies":14},{"name":"Ambience Healthcare","url":"https://alion.io/company/ambience-healthcare/technologies","shared_technologies":12},{"name":"Sea Limited","url":"https://alion.io/company/sea-limited/technologies","shared_technologies":13},{"name":"AfterQuery","url":"https://alion.io/company/afterquery/technologies","shared_technologies":13},{"name":"Epsilon Health","url":"https://alion.io/company/epsilon-health-2/technologies","shared_technologies":13},{"name":"Inflection AI","url":"https://alion.io/company/inflection-ai/technologies","shared_technologies":12},{"name":"Mindfire Solutions","url":"https://alion.io/company/mindfire-solutions","shared_technologies":13},{"name":"FirstPrinciples","url":"https://alion.io/company/firstprinciples/technologies","shared_technologies":12}],"html_url":"https://alion.io/company/abundant-2/technologies","json_url":"https://alion.io/company/abundant-2/technologies.json","license":"CC BY-SA 4.0","meta":{"source":"Alion","built_at":"2026-11-03T03:59:32Z","generated_at":"2026-11-03T19:18:32Z"}}