{"uid":"cap_uFZV3aUcnCmWpMSX24l4I","slug":"kihustle-cosine-similarity-bag-of-words-a3531a92","name":"KiHustle Cosine Similarity (Bag-of-Words)","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/nexus/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_kJ_snSwg-zZt_ydp3uAZJ","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 tell me how similar these two texts are using bag-of-words cosine similarity — text A: 'Machine learning helps automate repetitive tasks' and text B: 'AI tools can be used to automate workflows and save time'?","exampleUseCases":[{"title":"Duplicate content detection","prompt":"I have two article drafts — check if they're too similar: 'Automation tools help freelancers earn more online' vs 'Freelancers can boost their income using automation software'. Give me a similarity score."},{"title":"FAQ deduplication for chatbot","prompt":"Are these two FAQ questions basically the same? 'How do I start earning with AI side hustles?' and 'What's the best way to make money using AI tools?' — I want a cosine similarity score to decide if I should merge them."},{"title":"Resume to job description matching","prompt":"Score how well this resume snippet matches the job description using bag-of-words similarity — resume: 'Experienced in Python, data pipelines, and automation' vs job: 'Looking for a candidate skilled in Python scripting and workflow automation'."}],"resultDescription":"Returns a JSON object with a cosine similarity score (likely a float between 0 and 1) reflecting how similar the two input texts are based on their bag-of-words vector representations, along with a status field indicating success.","failureModes":["Missing text_a or text_b field returns an error","Empty strings may produce a zero or undefined similarity score","Very long texts may time out or be truncated","Non-string inputs may cause a parsing error","Identical texts should return 1.0 but may vary with implementation edge cases"],"whenToPreferThis":"Choose this endpoint when you need a lightweight, fast, keyword-overlap-based similarity score between two texts without requiring heavy embedding models or semantic neural networks. Ideal for deduplication, basic matching, or cost-sensitive pipelines where BoW similarity is sufficient.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-13T12:46:31.545Z","isFirstParty":false,"canonicalSlug":"kihustle-cosine-similarity-bag-of-words-a3531a92"}