{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_pismo","slug":"pismo","name":"Pismo","type":"product","url":"https://pismo.ai","page_url":"https://unfragile.ai/pismo","categories":["text-writing"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_pismo__cap_0","uri":"capability://text.generation.language.real.time.inline.writing.suggestions","name":"real-time inline writing suggestions","description":"Analyzes text as it is being typed in a document editor and surfaces contextual writing improvement suggestions (grammar, clarity, word choice) through an inline UI overlay. The system likely uses a streaming NLP pipeline that processes text fragments incrementally rather than waiting for sentence completion, enabling sub-second feedback loops. Suggestions are ranked by severity/impact and presented non-intrusively to avoid interrupting writer flow.","intents":["I want immediate feedback on my writing as I type, not after I finish","I need to catch grammar and clarity issues before they compound in longer documents","I want suggestions that don't require me to stop writing and review a separate panel"],"best_for":["Individual writers and content creators who compose in real-time","Non-native English speakers who benefit from immediate correction feedback","Students and professionals writing in web-based editors"],"limitations":["Real-time processing may miss context-dependent errors that require full document understanding","Suggestion latency depends on text input rate; rapid typing may cause suggestion batching or delays","No indication of whether suggestions are rule-based (regex/grammar rules) or ML-based (learned patterns), affecting accuracy on stylistic vs grammatical issues"],"requires":["Modern web browser with JavaScript support","Active internet connection for cloud-based NLP processing","Text input in supported languages (English, likely others based on translation feature)"],"input_types":["plain text","rich text (if editor supports formatting)"],"output_types":["suggestion objects with text span, replacement, severity level, explanation"],"categories":["text-generation-language","real-time-feedback"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_pismo__cap_1","uri":"capability://text.generation.language.multilingual.text.translation.with.writing.context.preservation","name":"multilingual text translation with writing context preservation","description":"Translates selected text or entire documents between languages while maintaining the original document's formatting, tone markers, and writing suggestions context. The translation engine likely uses a neural machine translation (NMT) backbone (possibly leveraging APIs from Google Translate, DeepL, or proprietary models) with a preservation layer that maps formatting tokens and suggestion metadata across the source-to-target language boundary. This enables writers to translate content without losing inline correction suggestions.","intents":["I need to translate my writing while keeping grammar suggestions aligned to the translated text","I want to write in one language and instantly see the translated version with corrections applied","I need to maintain document formatting (bold, links, lists) when translating"],"best_for":["Multilingual content creators producing material in multiple languages","Non-English speakers writing in English who want to verify translations back to their native language","Teams collaborating across language barriers without leaving the writing tool"],"limitations":["Translation quality depends on underlying NMT model; no indication of whether Pismo uses proprietary or third-party translation engines","Idiomatic expressions and cultural context may not translate accurately, requiring manual review","Suggestion metadata may not map cleanly across languages with different grammar structures (e.g., English to Japanese)","No support indicated for code-switching or mixed-language documents"],"requires":["Active internet connection for translation API calls","Source and target languages supported by the underlying translation engine","Sufficient API quota if using third-party translation services"],"input_types":["plain text","rich text with formatting metadata"],"output_types":["translated text with preserved formatting","suggestion objects mapped to target language"],"categories":["text-generation-language","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_pismo__cap_2","uri":"capability://text.generation.language.grammar.and.syntax.error.correction.with.explanations","name":"grammar and syntax error correction with explanations","description":"Identifies grammatical errors, syntax violations, and punctuation mistakes in text and provides corrected versions with brief explanations of the rule violated. The system uses a combination of rule-based grammar checkers (likely leveraging libraries like LanguageTool or similar) and potentially lightweight ML models for context-aware error detection. Corrections are presented as actionable suggestions with optional explanations to help writers learn from mistakes rather than blindly accepting changes.","intents":["I want to fix grammar errors in my writing without manually reviewing each one","I need to understand why a correction is suggested so I can improve my writing","I want to catch common mistakes like subject-verb agreement, tense consistency, and punctuation errors"],"best_for":["Non-native English speakers learning English grammar through writing","Students and academics writing formal documents","Content creators who want to maintain professional writing standards"],"limitations":["Rule-based grammar checkers struggle with context-dependent errors and stylistic preferences","No indication of whether the tool handles advanced grammar concepts (subjunctive mood, conditional tenses, etc.)","Explanations may be generic or unhelpful for complex grammatical issues","False positives on intentional stylistic choices (sentence fragments, rhetorical questions) may frustrate experienced writers"],"requires":["Text input in English or supported languages","Basic understanding of grammar terminology to interpret explanations"],"input_types":["plain text","rich text"],"output_types":["corrected text","error annotations with rule explanations","severity levels (critical vs minor)"],"categories":["text-generation-language","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_pismo__cap_3","uri":"capability://text.generation.language.document.level.writing.quality.scoring.and.feedback","name":"document-level writing quality scoring and feedback","description":"Analyzes entire documents or long-form content and generates aggregate quality metrics (readability score, clarity index, tone consistency) with section-by-section feedback. The system likely computes multiple NLP metrics (Flesch-Kincaid readability, lexical diversity, sentence length variance, passive voice ratio) and presents them as a dashboard or summary report. This enables writers to understand overall document quality beyond individual error corrections.","intents":["I want to know if my document is readable and clear at a high level, not just error-by-error","I need to adjust my writing to match a target audience's reading level","I want to identify sections that are too complex or unclear and focus revision efforts there"],"best_for":["Content creators and marketers optimizing for audience comprehension","Academic writers aiming for clarity and conciseness","Non-native speakers wanting to gauge overall writing quality"],"limitations":["Readability metrics are crude proxies for actual comprehension; high scores don't guarantee clarity","No indication of whether scoring accounts for domain-specific jargon or technical writing conventions","Feedback may be generic and not actionable without deeper context about intended audience","Document-level analysis may be slow for very long documents (>10k words)"],"requires":["Complete or near-complete document for meaningful aggregate analysis","Text in supported languages"],"input_types":["plain text","rich text"],"output_types":["quality metrics (readability score, clarity index, etc.)","section-level feedback","improvement recommendations"],"categories":["text-generation-language","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_pismo__cap_4","uri":"capability://tool.use.integration.web.based.editor.integration.with.cloud.sync","name":"web-based editor integration with cloud sync","description":"Embeds writing assistance directly into web-based text editors (likely Google Docs, web-based CMS platforms, or Pismo's own editor) with automatic cloud synchronization of documents and suggestion history. The integration likely uses a browser extension or embedded iframe approach to inject suggestion UI into the editor DOM, with a backend service that syncs document state and maintains suggestion metadata across sessions. This enables seamless writing workflows without context-switching to a separate tool.","intents":["I want writing suggestions in the editor I already use without switching tools","I need my documents and suggestions synced across devices automatically","I want to collaborate with others while maintaining real-time writing assistance"],"best_for":["Writers using web-based editors (Google Docs, Notion, etc.)","Teams collaborating on shared documents","Users who work across multiple devices and need seamless sync"],"limitations":["Browser extension approach may have compatibility issues with certain editor platforms or browser versions","Cloud sync latency may cause suggestion delays on slow connections","No indication of whether collaborative editing (multiple simultaneous users) is supported","Data privacy concerns with cloud storage of writing content; no mention of encryption or data residency options"],"requires":["Modern web browser (Chrome, Firefox, Safari, Edge)","Active internet connection for cloud sync","Account creation and authentication"],"input_types":["text from web-based editors"],"output_types":["suggestions injected into editor UI","synced document state"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_pismo__cap_5","uri":"capability://text.generation.language.tone.and.style.detection.with.adaptive.suggestions","name":"tone and style detection with adaptive suggestions","description":"Analyzes the tone and style of written content (formal, casual, technical, conversational) and adapts writing suggestions to match the detected or user-specified tone. The system likely uses text classification models trained on tone-labeled corpora to infer the intended tone, then filters or reranks suggestions to prioritize those that maintain consistency with that tone. This enables writers to receive suggestions that respect their intended voice rather than enforcing a single 'correct' style.","intents":["I want suggestions that match my document's tone (formal for academic, casual for blog)","I need to maintain consistent voice across a long document","I want to detect if my tone is inconsistent and fix it"],"best_for":["Content creators and marketers writing for specific audiences","Academic and professional writers maintaining formal tone","Bloggers and journalists developing a distinctive voice"],"limitations":["Tone detection is inherently subjective; model predictions may not match writer intent","No indication of whether tone detection supports domain-specific styles (technical writing, legal documents, etc.)","Adaptive suggestions may be less aggressive in catching errors if they conflict with detected tone","Limited evidence of tone detection accuracy or user satisfaction with tone-aware suggestions"],"requires":["Sufficient text sample for reliable tone detection (likely 100+ words)","User-specified tone preference or automatic detection"],"input_types":["plain text","rich text"],"output_types":["tone classification","tone-aware suggestions","tone consistency feedback"],"categories":["text-generation-language","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_pismo__cap_6","uri":"capability://text.generation.language.multilingual.language.support.with.language.specific.rules","name":"multilingual language support with language-specific rules","description":"Extends writing assistance beyond English to multiple languages (likely Spanish, French, German, Portuguese, etc.) with language-specific grammar rules, spelling conventions, and punctuation standards. The system maintains separate NLP pipelines or rule sets for each supported language, enabling accurate error detection and correction tailored to each language's grammar and orthography. This is critical for non-English writers who need assistance in their native language.","intents":["I want grammar checking and suggestions in my native language, not just English","I need to write in multiple languages and get language-appropriate corrections for each","I want to ensure my writing follows language-specific conventions (e.g., French spacing before punctuation)"],"best_for":["Non-English speakers writing in their native language","Multilingual writers and translators","International teams collaborating in multiple languages"],"limitations":["No public documentation of which languages are supported; likely limited to major European languages","Language-specific rule quality varies; less-supported languages may have lower accuracy","No indication of support for regional variants (e.g., Brazilian Portuguese vs European Portuguese)","Tone and style detection may be less accurate in non-English languages due to smaller training data"],"requires":["Text in a supported language","Language selection or automatic language detection"],"input_types":["plain text in supported languages","rich text"],"output_types":["language-specific corrections","suggestions following language conventions"],"categories":["text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_pismo__cap_7","uri":"capability://automation.workflow.freemium.access.model.with.feature.tiering","name":"freemium access model with feature tiering","description":"Offers a free tier with core writing assistance features (basic grammar checking, real-time suggestions, limited translations) and a premium tier with advanced capabilities (advanced style analysis, unlimited translations, priority support). The freemium model is implemented via a backend service that tracks feature usage and enforces quota limits (e.g., max translations per day) for free users. This lowers the barrier to entry for individual creators and students while monetizing power users.","intents":["I want to try writing assistance without paying upfront","I need basic grammar checking and don't want to pay for premium features I won't use","I want to upgrade to premium features only if I find the tool valuable"],"best_for":["Individual writers and students with limited budgets","Users evaluating the tool before committing to paid plans","Casual writers with basic writing assistance needs"],"limitations":["Free tier quotas (e.g., limited translations per day) may frustrate power users and force premature upgrades","No indication of what features are included in free vs premium tiers; feature differentiation unclear","Freemium model may lead to feature fragmentation and poor user experience if free tier is too limited","Monetization pressure may incentivize aggressive upselling or artificial feature restrictions"],"requires":["Account creation (free or paid)","No payment required for free tier"],"input_types":["text"],"output_types":["writing suggestions and corrections"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":38,"verified":false,"data_access_risk":"low","permissions":["Modern web browser with JavaScript support","Active internet connection for cloud-based NLP processing","Text input in supported languages (English, likely others based on translation feature)","Active internet connection for translation API calls","Source and target languages supported by the underlying translation engine","Sufficient API quota if using third-party translation services","Text input in English or supported languages","Basic understanding of grammar terminology to interpret explanations","Complete or near-complete document for meaningful aggregate analysis","Text in supported languages"],"failure_modes":["Real-time processing may miss context-dependent errors that require full document understanding","Suggestion latency depends on text input rate; rapid typing may cause suggestion batching or delays","No indication of whether suggestions are rule-based (regex/grammar rules) or ML-based (learned patterns), affecting accuracy on stylistic vs grammatical issues","Translation quality depends on underlying NMT model; no indication of whether Pismo uses proprietary or third-party translation engines","Idiomatic expressions and cultural context may not translate accurately, requiring manual review","Suggestion metadata may not map cleanly across languages with different grammar structures (e.g., English to Japanese)","No support indicated for code-switching or mixed-language documents","Rule-based grammar checkers struggle with context-dependent errors and stylistic preferences","No indication of whether the tool handles advanced grammar concepts (subjunctive mood, conditional tenses, etc.)","Explanations may be generic or unhelpful for complex grammatical issues","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.2833333333333333,"quality":0.63,"ecosystem":0.25,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:32.437Z","last_scraped_at":"2026-04-05T13:23:42.562Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=pismo","compare_url":"https://unfragile.ai/compare?artifact=pismo"}},"signature":"eg4h3CqB4nfq1WQPUtwPZ3ubSqjSKA6R4KsxItrHffMJcaRIImegZw649Pbzo3uiGDEcOL6NAa9K8hDe1bHDCw==","signedAt":"2026-06-21T07:55:29.607Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/pismo","artifact":"https://unfragile.ai/pismo","verify":"https://unfragile.ai/api/v1/verify?slug=pismo","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}