{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_sonify","slug":"sonify","name":"Sonify","type":"product","url":"https://www.sonify.io","page_url":"https://unfragile.ai/sonify","categories":["voice-audio"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_sonify__cap_0","uri":"capability://data.processing.analysis.csv.json.to.audio.data.sonification.with.parameter.mapping","name":"csv/json-to-audio data sonification with parameter mapping","description":"Converts tabular data (CSV, JSON) into audio waveforms by mapping numerical values to acoustic parameters (pitch, volume, timbre, duration). The system uses a parameter-mapping engine that establishes relationships between data dimensions and sound characteristics, allowing users to define which columns control which audio properties. This enables intuitive audio representation where data trends become audible patterns rather than visual charts.","intents":["I need to convert a dataset into audio so visually impaired users can interpret the data","I want to explore multivariate data through sound to detect patterns my eyes might miss","I need to present quantitative information in an accessible format for a mixed-ability audience"],"best_for":["Accessibility teams building inclusive data analysis workflows","Researchers exploring sonification as an alternative data interpretation modality","Organizations required to provide accessible data presentations under WCAG/ADA compliance"],"limitations":["Audio output becomes cognitively overwhelming with >5-7 simultaneous data dimensions due to human auditory processing limits","Requires significant parameter tuning for complex datasets; no automatic optimization algorithm provided","Temporal resolution limited by audio playback speed — very large datasets (>10k rows) may require aggregation or sampling","No built-in statistical normalization; raw data values can produce unintuitive audio ranges if not pre-processed"],"requires":["CSV or JSON file with numerical columns","Modern web browser with Web Audio API support (Chrome 14+, Firefox 25+, Safari 6+)","Basic understanding of audio parameter mapping concepts"],"input_types":["CSV (comma-separated values)","JSON (array of objects with numerical properties)","structured tabular data"],"output_types":["WAV audio file","MP3 audio file","browser-playable audio stream","MIDI representation (if supported)"],"categories":["data-processing-analysis","audio-sonification"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sonify__cap_1","uri":"capability://data.processing.analysis.interactive.parameter.tuning.with.real.time.audio.preview","name":"interactive parameter tuning with real-time audio preview","description":"Provides a live-preview interface where users adjust sonification parameters (pitch range, tempo, instrument selection, volume envelope) and immediately hear the resulting audio without re-rendering. The system uses client-side Web Audio API synthesis with parameter binding, allowing sliders and controls to directly modulate audio generation in real-time. This tight feedback loop enables rapid experimentation and parameter discovery.","intents":["I want to experiment with different pitch ranges and tempos to find the most intuitive audio representation","I need to adjust sonification parameters until the audio clearly conveys the data story","I want to preview how different instrument choices affect data interpretation before finalizing"],"best_for":["Data analysts iterating on sonification designs","Accessibility specialists tuning audio for specific user populations","Educators designing sonified datasets for classroom use"],"limitations":["Real-time preview latency increases with dataset size; >50k rows may cause noticeable lag on lower-end devices","Parameter changes apply only to future audio generation; cannot retroactively modify already-rendered audio","Limited to browser-based synthesis; cannot integrate external audio plugins or VST instruments","No undo/redo history for parameter changes; users must manually track preferred configurations"],"requires":["Modern web browser with Web Audio API support","JavaScript enabled","Sufficient system RAM for in-memory audio buffer (typically <500MB for datasets <100k rows)"],"input_types":["slider/knob UI controls","dropdown selections (instrument, scale, tempo)","numerical input fields"],"output_types":["real-time audio stream","parameter configuration object (JSON)"],"categories":["data-processing-analysis","audio-sonification"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sonify__cap_2","uri":"capability://data.processing.analysis.multi.scale.temporal.sonification.with.playback.rate.control","name":"multi-scale temporal sonification with playback rate control","description":"Enables users to control the temporal playback of sonified data through adjustable playback speed, allowing fast-forward through large datasets or slow-motion analysis of specific regions. The system maps data rows to time intervals and allows users to compress or expand the temporal axis, effectively changing how quickly data unfolds as sound. This supports both exploratory listening (fast) and detailed analysis (slow).","intents":["I want to quickly scan through a large dataset by playing it at 2x or 4x speed to identify anomalies","I need to slow down a specific time period to carefully analyze subtle data variations","I want to compare how different playback speeds affect my perception of data patterns"],"best_for":["Researchers analyzing time-series data with variable temporal resolution needs","Accessibility users who need flexible playback speeds for cognitive processing","Data explorers moving between overview and detail-oriented analysis"],"limitations":["Extreme playback rates (>8x or <0.25x) can distort pitch perception and make audio unintelligible","No automatic tempo adjustment based on data density; users must manually find optimal playback speeds","Playback rate changes affect pitch (time-stretching not implemented); faster playback raises pitch, slower lowers it","Seeking/scrubbing to arbitrary positions in large datasets may cause brief audio artifacts or latency"],"requires":["Sonified audio data already generated","Web Audio API support for playback rate control","Browser with HTMLMediaElement.playbackRate support (all modern browsers)"],"input_types":["playback rate slider (0.25x to 4x typical range)","seek/scrub controls for timeline navigation"],"output_types":["time-stretched audio stream","playback metadata (current position, duration, rate)"],"categories":["data-processing-analysis","audio-sonification"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sonify__cap_3","uri":"capability://data.processing.analysis.preset.based.sonification.templates.for.common.data.types","name":"preset-based sonification templates for common data types","description":"Provides pre-configured sonification templates optimized for specific data types (time-series, distributions, categorical comparisons, correlation matrices). Each template includes sensible defaults for parameter mapping, pitch ranges, instruments, and playback speeds based on domain expertise and accessibility research. Users can select a template matching their data type and immediately generate sonified audio with minimal configuration.","intents":["I have time-series stock price data and want a sonification template that's proven to work for financial data","I need to sonify a distribution and want to know what pitch range and instrument work best for this data type","I want to quickly generate accessible audio without understanding sonification parameter theory"],"best_for":["Non-expert users new to sonification who need guided starting points","Teams building accessibility features quickly without sonification domain knowledge","Organizations standardizing sonification approaches across multiple datasets"],"limitations":["Limited template library (likely <20 templates); may not cover niche data types or domain-specific use cases","Templates assume 'average' user preferences; may not suit individual accessibility needs or cultural audio preferences","No template customization or creation UI; users cannot save their own parameter configurations as reusable templates","Templates may require adjustment for datasets with unusual value ranges or distributions outside template assumptions"],"requires":["Data matching one of the supported template categories","No special technical prerequisites beyond basic data understanding"],"input_types":["data type selection (dropdown or radio buttons)","CSV/JSON file matching template schema"],"output_types":["pre-configured sonification with template parameters applied","sonified audio file","parameter configuration object"],"categories":["data-processing-analysis","audio-sonification"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sonify__cap_4","uri":"capability://data.processing.analysis.accessibility.focused.audio.output.with.wcag.compliance","name":"accessibility-focused audio output with wcag compliance","description":"Generates audio output designed for accessibility compliance, including support for screen reader integration, adjustable audio levels to prevent hearing damage, and audio descriptions accompanying sonified data. The system may include features like mono/stereo options, frequency range optimization for hearing aids, and loudness normalization to LUFS standards. This ensures sonified data is usable by users with various hearing abilities and assistive technology.","intents":["I need to ensure our sonified data meets WCAG 2.1 accessibility standards for public release","I want to generate audio that works well with hearing aids and cochlear implants","I need to add audio descriptions to sonified data for users who cannot interpret pure sonification"],"best_for":["Organizations with legal accessibility requirements (government, education, public sector)","Teams building inclusive products for users with hearing impairments","Accessibility auditors verifying sonification compliance"],"limitations":["Audio descriptions require manual authoring or text-to-speech integration; no automatic description generation","Hearing aid compatibility depends on user's specific device; Sonify cannot guarantee compatibility across all models","Loudness normalization may reduce dynamic range, potentially making subtle data variations less perceptible","No built-in testing framework to verify accessibility compliance; users must conduct separate accessibility audits"],"requires":["Understanding of WCAG 2.1 audio accessibility guidelines","Optional: text-to-speech API for audio descriptions (e.g., Google Cloud TTS, AWS Polly)","Audio analysis tools to verify loudness levels (e.g., ffmpeg-normalize)"],"input_types":["sonified audio data","text descriptions (optional)","accessibility configuration settings"],"output_types":["WCAG-compliant audio file","loudness metadata (LUFS measurements)","accessibility report"],"categories":["data-processing-analysis","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sonify__cap_5","uri":"capability://data.processing.analysis.data.normalization.and.preprocessing.with.outlier.handling","name":"data normalization and preprocessing with outlier handling","description":"Automatically normalizes input data to appropriate ranges for sonification (e.g., scaling values to 0-1 or to a specific pitch range) and handles outliers that could produce unintuitive audio. The system may use techniques like min-max scaling, z-score normalization, or percentile-based clipping to ensure data maps to meaningful audio ranges. This preprocessing step is critical because raw data values often don't map intuitively to audio parameters.","intents":["My dataset has extreme outliers that make the sonification unlistenable; I need automatic outlier handling","I want to normalize my data so values map to a reasonable pitch range without manual calculation","I need to handle missing values and NaN entries before sonification"],"best_for":["Data analysts working with real-world messy datasets","Users unfamiliar with data normalization techniques","Teams processing datasets with variable scales and ranges"],"limitations":["Automatic outlier detection may remove legitimate data extremes; no manual override for outlier thresholds","Normalization choice (min-max vs z-score vs percentile) significantly affects sonification but no guidance on which to use","Missing value handling is likely simple (removal or interpolation); no advanced imputation methods","Normalization parameters are not exposed to users; cannot customize normalization behavior per column"],"requires":["CSV/JSON input data","Numerical columns for normalization"],"input_types":["raw numerical data with potential outliers and missing values","normalization method selection (if exposed)"],"output_types":["normalized data array","normalization metadata (min, max, mean, std dev)","outlier report"],"categories":["data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sonify__cap_6","uri":"capability://data.processing.analysis.export.and.sharing.with.multiple.audio.format.support","name":"export and sharing with multiple audio format support","description":"Allows users to export sonified audio in multiple formats (WAV, MP3, potentially MIDI) and share results via links or embedded players. The system handles format conversion, compression, and metadata embedding (e.g., title, description, sonification parameters). This enables integration with external workflows and sharing with collaborators or audiences who cannot access the Sonify interface directly.","intents":["I need to download the sonified audio as an MP3 to include in a presentation","I want to share a sonified dataset with colleagues via a link without requiring them to use Sonify","I need to export as MIDI so I can further edit the sonification in a DAW"],"best_for":["Researchers publishing sonified data alongside papers","Teams distributing accessible content to external audiences","Audio professionals who need to post-process sonifications"],"limitations":["MP3 export uses lossy compression; may degrade audio quality for subtle data variations","MIDI export (if supported) loses timbre and dynamic information; only preserves pitch and timing","No batch export; users must export one sonification at a time","Embedded players may have limited customization; cannot control playback UI appearance","Shared links may expire or require authentication; no permanent archival guarantee"],"requires":["Generated sonification","Audio codec libraries (libmp3lame for MP3, libvorbis for OGG, etc.)","Optional: cloud storage for link-based sharing"],"input_types":["sonified audio data","export format selection","metadata (title, description, tags)"],"output_types":["WAV file (lossless)","MP3 file (lossy, compressed)","MIDI file (if supported)","shareable link with embedded player","metadata JSON"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sonify__cap_7","uri":"capability://automation.workflow.collaborative.sonification.with.shared.project.workspaces","name":"collaborative sonification with shared project workspaces","description":"Enables multiple users to work on the same sonification project simultaneously, with shared parameter configurations, version history, and commenting. The system likely uses real-time synchronization (WebSocket or similar) to propagate parameter changes across connected clients and maintains a project state that persists across sessions. This supports team-based accessibility work and collaborative data exploration.","intents":["My team needs to collaborate on sonifying a dataset; we want to share parameter configurations and iterate together","I want to track changes to sonification parameters and revert to previous versions if needed","I need to leave comments on specific sonification choices for team discussion"],"best_for":["Research teams working on sonification projects","Accessibility teams building inclusive products collaboratively","Organizations standardizing sonification approaches across teams"],"limitations":["Real-time collaboration may introduce latency or synchronization issues with large parameter changes","Version history storage requires backend infrastructure; likely limited to recent versions (not full history)","No granular permission controls; likely all-or-nothing access (can view/edit or cannot)","Commenting system may be basic (text only, no rich formatting or threaded discussions)","Concurrent edits to the same parameter may cause conflicts; no conflict resolution UI"],"requires":["User account and authentication","Stable internet connection for real-time synchronization","Modern web browser with WebSocket support"],"input_types":["project invitations/sharing links","parameter changes from multiple users","comments and annotations"],"output_types":["shared project state","version history","activity log","comment threads"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sonify__cap_8","uri":"capability://data.processing.analysis.instrument.and.scale.selection.with.cultural.audio.preferences","name":"instrument and scale selection with cultural audio preferences","description":"Provides a library of instruments (synthesized or sampled) and musical scales (major, minor, pentatonic, microtonal, non-Western scales) that users can select to influence the sonification's tonal character. The system may include culturally-specific scales and instruments to accommodate different user preferences and accessibility needs. This allows the same data to be sonified in different musical contexts, potentially improving intuitive understanding for users from different cultural backgrounds.","intents":["I want to sonify data using a pentatonic scale because it sounds more pleasant to my ears","I need to use non-Western scales to make the sonification culturally appropriate for my audience","I want to experiment with different instruments to find which one makes data patterns most obvious"],"best_for":["Users with specific musical preferences or cultural backgrounds","Accessibility specialists tailoring sonifications for diverse user populations","Researchers exploring how musical context affects data interpretation"],"limitations":["Limited instrument library (likely <50 instruments); may not include specialized or rare instruments","Instrument quality varies; synthesized instruments may sound artificial compared to sampled instruments","Scale selection affects data resolution; microtonal scales provide more pitch steps but may sound unfamiliar","No guidance on which scale/instrument combinations work best for specific data types","Cultural appropriateness is subjective; tool cannot guarantee cultural sensitivity"],"requires":["Audio synthesis engine or sampled instrument library","Web Audio API support for instrument playback"],"input_types":["instrument selection (dropdown)","scale selection (dropdown)","optional: custom scale definition"],"output_types":["sonified audio using selected instrument and scale","scale/instrument metadata"],"categories":["data-processing-analysis","audio-sonification"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":39,"verified":false,"data_access_risk":"high","permissions":["CSV or JSON file with numerical columns","Modern web browser with Web Audio API support (Chrome 14+, Firefox 25+, Safari 6+)","Basic understanding of audio parameter mapping concepts","Modern web browser with Web Audio API support","JavaScript enabled","Sufficient system RAM for in-memory audio buffer (typically <500MB for datasets <100k rows)","Sonified audio data already generated","Web Audio API support for playback rate control","Browser with HTMLMediaElement.playbackRate support (all modern browsers)","Data matching one of the supported template categories"],"failure_modes":["Audio output becomes cognitively overwhelming with >5-7 simultaneous data dimensions due to human auditory processing limits","Requires significant parameter tuning for complex datasets; no automatic optimization algorithm provided","Temporal resolution limited by audio playback speed — very large datasets (>10k rows) may require aggregation or sampling","No built-in statistical normalization; raw data values can produce unintuitive audio ranges if not pre-processed","Real-time preview latency increases with dataset size; >50k rows may cause noticeable lag on lower-end devices","Parameter changes apply only to future audio generation; cannot retroactively modify already-rendered audio","Limited to browser-based synthesis; cannot integrate external audio plugins or VST instruments","No undo/redo history for parameter changes; users must manually track preferred configurations","Extreme playback rates (>8x or <0.25x) can distort pitch perception and make audio unintelligible","No automatic tempo adjustment based on data density; users must manually find optimal playback speeds","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.67,"ecosystem":0.15000000000000002,"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":"2026-05-24T12:16:33.096Z","last_scraped_at":"2026-04-05T13:23:42.559Z","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=sonify","compare_url":"https://unfragile.ai/compare?artifact=sonify"}},"signature":"E1Z6V9AzfDiaSaRjA3X7h9Hc2ckczYaugpbGNBSqVZOVluDsfp1SSxp2A8+vVLs/0creEQPiBZJl48TJDgRJCQ==","signedAt":"2026-06-22T18:13:18.924Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/sonify","artifact":"https://unfragile.ai/sonify","verify":"https://unfragile.ai/api/v1/verify?slug=sonify","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"}}