Memoria vs Numerous.ai: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of Memoria and Numerous.ai — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.
Memoria
Anas
On-device photo and video search that indexes the text, speech, objects and faces in your library — no cloud, no account.
Key features
- On-Device OCR: Reads the text inside photos, screenshots, documents, whiteboards and video frames in seven languages, making every written word searchable.
- Local Whisper Transcription: Runs Whisper directly on the device to transcribe the speech in your videos across 99+ languages, so lectures, meetings and voice notes become searchable text.
- Face Detection and Clustering: Detects faces and groups them locally so you can pull up every photo of one person in a single tap, without any cloud face database.
- Object Recognition: Identifies objects in your library so queries like "red bicycle" return matching shots even when nothing was ever tagged.
- Unified Full-Text Index: Combines text, speech, objects and people into one instant search index that lives entirely on the phone.
- Background Indexing: Keeps indexing while the app is closed and prioritises work while the device is charging, so a large library finishes without you babysitting it.
- Zero-Account Privacy Model: No sign-up, no upload and no tracking — analytics are anonymous and opt-out, and the app is GDPR-safe by having nothing to collect.
- One-Time Purchase Unlock: Memoria Plus removes the 250-media indexing cap forever with a single payment processed by Apple or Google, including future on-device models.
Best for
- Finding a Document You Photographed: Recovering an invoice, bill or receipt you snapped months ago by searching the words printed on it rather than scrolling the camera roll.
- Searching Recorded Lectures and Meetings: Locating the moment a specific term was spoken inside a long video by searching the on-device transcript.
- Pulling Every Photo of a Person: Assembling all shots of one friend or family member from a clustered face group for a birthday album or share.
- Recovering Saved Screenshots and Memes: Tracking down a screenshot or meme by the text written on it instead of guessing when you saved it.
- Working Offline or While Travelling: Searching a full media library on a plane or with no signal, since indexing and search never require a network.
- Keeping Sensitive Media Off the Cloud: Making a library of personal, medical or client photos searchable without uploading any of it to a third-party service.
Numerous.ai
Numerous.ai
A spreadsheet plugin that embeds ChatGPT into Google Sheets and Excel to extract text, categorize data, and generate formulas.
Key features
- Chat Integration: Embed ChatGPT-style conversational prompts directly in Google Sheets and Excel cells to query, transform, and generate content from spreadsheet data.
- Formula Generation: Automatically produce complex spreadsheet formulas from natural-language descriptions, reducing time spent crafting and debugging formulas manually.
- Text Extraction and Categorization: Extract structured text from messy cells, categorize free-form responses (e.g., survey replies), and populate consistent labels across rows.
- Batch Processing: Apply transformations, prompts, or categorization rules across entire ranges or columns to automate repetitive data-cleaning and classification tasks.
- Summaries and Natural-Language Reports: Generate row-, column-, or sheet-level summaries and human-readable explanations of datasets for faster insights and reporting.
- Cross-platform Support: Works inside both Google Sheets and Microsoft Excel, enabling teams to use the plugin across common spreadsheet environments.
- Bring ChatGPT functionality directly into Google Sheets and Excel
- Extract text from spreadsheet cells using natural-language prompts
- Categorize and label rows or cells based on content
- Generate spreadsheet formulas and functions via natural language
- Enable in-sheet AI-assisted data-cleaning and analysis
Best for
- Survey Analysis: Automatically categorize open-ended survey responses into topics or sentiment labels and create summary counts within the spreadsheet.
- Formula Assistance: Convert a plain-language calculation request into a working spreadsheet formula (e.g., VLOOKUP, INDEX/MATCH, nested IFs) to accelerate spreadsheet building.
- Data Cleaning: Extract and standardize text from inconsistent cells (addresses, product descriptions, notes) across large ranges using natural-language prompts.
- Report Generation: Produce executive-ready summaries and written explanations of sales, financial, or operational data directly from sheet data.
- Bulk Labeling: Apply consistent tags or classifications to thousands of rows (e.g., product categories, customer types) with a single prompt and range selection.
- Ad-hoc Analysis: Ask natural-language questions about a dataset (e.g., 'Which regions underperformed last quarter?') and receive interpreted results or formulas inserted into the sheet.
- Automatically extract structured information from messy text in cells
- Categorize product descriptions, support tickets, or survey responses
- Generate or suggest Excel/Sheets formulas based on plain-language requests
- Accelerate spreadsheet data-cleaning and transformation tasks
- Embed conversational or generative assistance into spreadsheet workflows
