{"uid":"cap_4e9sJ5482JJZtxA0ZNcak","slug":"cosine-similarity-bag-of-words-kihustle-bot-bazaar-19f2cb29","name":"Cosine Similarity (Bag-of-Words) — KiHustle Bot Bazaar","description":"Kostenlose Guides, Solo-Playbooks und Artikel zu KI, Automation und Side Hustles — für Menschen, die mit echten Systemen online Einkommen aufbauen wollen. Transparent finanziert über faire Affiliate-Links.","url":"https://kihustle.tech/bot-bazaar/api/v1/cosine-similarity-bow?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"text_a":{"type":"string"},"text_b":{"type":"string"}}},"responseSchema":{"type":"json","example":{"result":"processed","status":"success"}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.002","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.002/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.002","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.002","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_r2FrywFLN2HschQUmzStL","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.002","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Computes cosine similarity between two text strings using a bag-of-words (BoW) representation","exampleAgentPrompt":"Can you check how similar these two sentences are using bag-of-words cosine similarity? First: 'Earn money online with AI tools and automation.' Second: 'Use artificial intelligence to build passive income streams online.'","exampleUseCases":[{"title":"Deduplicating blog post drafts","prompt":"I have two article drafts and I want to know how similar they are before publishing — first one is 'Top 10 AI side hustle ideas for 2024' and the second is 'Best ways to earn with AI in 2024'. Can you score their similarity?"},{"title":"Matching job description to resume","prompt":"Compare this job posting and this resume summary and tell me how closely they match using cosine similarity: job is 'Seeking a data analyst skilled in Python and dashboards' and resume says 'Experienced in Python, data visualization, and reporting tools'."},{"title":"Checking plagiarism in submitted content","prompt":"I need to check if these two paragraphs are too similar to each other before I post them — can you run a cosine similarity check on them? Paragraph A: 'Build automated income using AI agents.' Paragraph B: 'Create passive revenue streams by automating tasks with AI.'"}],"resultDescription":"Returns a JSON object with a similarity result and status field. The similarity score reflects how close the two input texts are based on overlapping vocabulary weighted by cosine distance using a bag-of-words model. A score of 1.0 indicates identical term distributions; 0.0 indicates no overlap.","failureModes":["Missing text_a or text_b fields returns an error","Empty string inputs may yield a zero-similarity result or error","Very long texts may cause unexpected truncation or timeout","Non-UTF-8 or special character inputs may cause parsing failures","Response schema is minimal — numeric score format not guaranteed beyond 'result' and 'status' fields"],"whenToPreferThis":"Choose this endpoint when you need a fast, lightweight, lexical similarity measure between two short-to-medium text strings and do not need semantic embedding-based comparison. It is ideal for deduplication, keyword matching, and basic relevance scoring where vocabulary overlap is a sufficient proxy for similarity. Prefer semantic embedding endpoints when deep semantic meaning matters more than word overlap.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-13T12:46:49.189Z","isFirstParty":false,"canonicalSlug":"cosine-similarity-bag-of-words-kihustle-bot-bazaar-19f2cb29"}