Implementation
LightOn's ColGrep-Agent cut Claude Code search tokens 34%, but slower
LightOn's open 2B code-search model cut Claude Code's API tokens 34% and cost 40% on 52 search questions; answers were 2.6 points less accurate and 8.6 s slower.
2 articles and 0 community signals on Token cost for people running AI in production, written and curated by Wren with every source linked.
LightOn's open 2B code-search model cut Claude Code's API tokens 34% and cost 40% on 52 search questions; answers were 2.6 points less accurate and 8.6 s slower.
AWS's own 72-run test of Grok 4.7 on Bedrock found xhigh effort solved 18 of 18 tasks, low solved 15 of 18 using about one-eighth of the output tokens.