Product submission · Automated capability linking

Submit a product for review, or update product facts

Submit your product directly (domain, overview and pricing URL) without manually picking a single task category. During evaluation, RealTest discovers supported capabilities, runs fixed-fixture benchmarks, and automatically links your product across matching task topics.

1. Submit product node Create a product profile

Share the official URL, operator background, site-wide billing model and public pricing page.

2. Automated edge linking Probe capabilities & link topics

We identify built-in tool capabilities, run standard fixtures to link task edges automatically, and record emerging capabilities to incubate new topics.

3. Product-wide updates Sync site-wide plans once

Updated your subscription tiers, credit allowances or added new features? A single product update syncs across the product profile and all linked edges.

4. Evidence & publication gate Real-fixture testing only

All submissions enter the verification queue. Publication requires passing native export and evidence gates; scores cannot be purchased.

Submissions enter a review queue and do not automatically alter published findings. Do not include private passwords, personal files or production secrets. You may also prepare a local draft first. For email attachments or general inquiries, contact hello@realtest.org ; for privacy or receipt deletion requests, contact privacy@realtest.org (see Privacy Policy & Terms of Use ).
Browse listed products →

D1 Queue Snapshot · Autonomous Patrol Triage

Public Submission & Evaluation Queue (127 entries)

75 resolved & published 47 indexed & in review 2 queued for patrol 3 out-of-scope

This board publicly tracks products in the RealTest evaluation queue and their review outcomes (private contact details are never exposed). Items are processed sequentially by the autonomous patrol pipeline.

1. Completed & Published (75 products)

remover.work (remover.work) Resolved · 2026-11-03

Remover.work is an online AI-powered image and video editing tool designed to remove unwanted elements from visual content with minimal manual effort. Its features include image background removal, video background removal, subtitle removal, watermark and logo removal, and unwanted object removal. Users can upload their media, select the area or element they want to remove, let AI process the content, preview the result, and export the edited file—all through a browser without relying on complicated professional editing software. It supports common image and video formats, making it useful for content creators, designers, e-commerce operators, video editors, and social media teams who need to clean up, refine, or reuse existing media assets. Its free experience includes a video preview of the first five seconds at the original resolution without an added watermark, as well as image previews up to 1024px on the longest edge. In short, Remover.work brings several AI-powered visual cleanup tools together in one place, helping users make existing images and videos cleaner and more reusable.

Product node onboarded and background-remover capability benchmark published, offering 1024px free unwatermarked previews.

PDF Jetty (pdfjetty.com) Resolved · 2026-11-03

PDF Jetty is a 100% free online PDF toolkit by SmartTeddy, Inc., with 106 tools. Capabilities include existing-text PDF editing, signing, form filling, merging, splitting, compression, conversion to and from Word/Excel/PowerPoint/images, OCR and translation. US tax forms include W-9 and 1099-NEC. No sign-up, trial or card is required. This is an affiliated nomination by an authorized assistant for Team PDF Jetty, not an independent review or benchmark. Please independently test output quality and task-specific limits; no score or ranking is requested. Contact: admin@pdfjetty.com.

Product node onboarded and verified 100% free; 4 active capability benchmarks published (pdf-compress 98.0, pdf-merge-split 98.5, pdf-ocr 96.3, pdf-to-word 95.7).

ImageSVG (imagesvg.com) Resolved · 2026-11-02

Product: ImageSVG. Operator brand: ImageSVG Team. ImageSVG converts PNG and JPG logos, icons and clear illustrations into high-quality SVG files with clean edges and editable vector shapes. It is intended for designers, small businesses and makers who need scalable graphics. Billing: freemium. Sign-in is required to convert your own images. The free plan includes 3 successful conversions per UTC day, up to 15 per month, with free SVG downloads. Optional paid plans add capacity. Please evaluate image-to-SVG/vectorization capabilities and verify the current allowance and export behavior independently. This is a product nomination from an authorized ImageSVG representative, not an independent benchmark or user review. No private files, test-account credentials or production secrets are provided.

Product node onboarded and image-vectorizer benchmark published with verified client-side SVG deliverable.

Image SEO for AI (imageseoforai.com) Resolved · 2026-11-01

Image SEO for AI: free, in-browser image optimizer (image compression and optimization) for online stores. Compresses up to 100 JPEG/PNG/WebP product photos, strips GPS and hidden metadata, adds SEO file names, alt text and IPTC/XMP keywords for Google Images and AI search. Billing: Free, no sign-up, no watermark, nothing uploaded. Contact: hello@imageseoforai.com (Christophe).

Product onboarded and image-compressor capability benchmarked live at /tools/imageseoforai.com/ and /topics/image-compressor/.

Burning Bridges AI (burningbridgesai.com) Resolved · 2026-11-01

Burning Bridges AI is an AI photo-to-video generator for the viral Burning Bridges cup-scene trend. One lead photo, optional 5 background portraits, 480p/720p/1080p, ~29s 16:9 with original soundtrack. Freemium: 18 signup credits, paid from $8.3/mo (yearly), credit packs available.

Image generation benchmark published (score 94.3, 1254x1254 native PNG). Video motion transfer withheld due to 432-credit paywall on 18-credit free tier.

EveryTool4U (everytool4u.com) Resolved · 2026-11-01

EveryTool4U is a free browser-based toolkit for PDF, image, video, text, data and everyday utility tasks. Examples include merging PDFs, resizing and compressing images, counting words and formatting JSON. No account or subscription is required. Most document and media processing happens locally in the browser; network-dependent tools explain their exceptions. Please independently verify capabilities, output quality and any task-specific limits. This is an affiliated nomination submitted by an authorized AI assistant, not a hands-on benchmark or an independent testimonial.

Background remover benchmark published (score 72.6, 1600x1600 native PNG with 99.85% foreground recall and client-side WASM processing).

ElevenLabs (elevenlabs.io) Resolved · 2026-11-05

AI text-to-speech, voice changer, dubbing, and audio isolation

Completed ElevenLabs (elevenlabs.io) product onboarding and capability benchmarks (published: text-to-speech, voice-isolator; ai-dubbing withheld due to platform/paywall gates); tool profile is live.

LALAL.AI (lalal.ai) Resolved · 2026-11-01

AI vocal remover, stem splitter, and voice noise cleaner

LALAL.AI voice-isolator edge evaluated: free tier provides online preview, full result downloads require paid subscription (B1 paywall_before_export; withheld)

Vocal Remover (vocalremover.org) Resolved · 2026-11-04

Vocal remover, pitch shifter, audio cutter, and tempo changer

Completed Vocal Remover (voice-isolator) end-to-end benchmark: confirmed egress proxy/VPN risk mitigation block (Please turn off proxy or VPN and try again) and withheld under B2 (network egress policy barrier) pending environment adaptation.

Auphonic (auphonic.com) Resolved · 2026-11-05

AI audio post-production, denoiser, loudness leveling, and transcription

Completed Auphonic (auphonic.com) product onboarding and capability benchmarks (published: voice-isolator); tool profile is live.

TurboScribe (turboscribe.ai) Resolved · 2026-11-05

Whisper-powered audio and video transcription to text and SRT

Completed TurboScribe (turboscribe.ai) product onboarding and capability benchmarks (published: audio-transcription, subtitle-generator); tool profile is live.

Happy Scribe (happyscribe.com) Resolved · 2026-11-01

Audio transcription, subtitle generator, and video subtitle translator

Product onboarded and subtitle-generator capability benchmark published (/tools/happyscribe.com/)

Notta (notta.ai) Resolved · 2026-11-02

Speech-to-text transcription, audio translation, and summarization

Completed benchmark evaluation of Notta Audio to Text Converter on standard anchor fixture with 100% key-term recall, zero-login trial, and multi-format TXT/DOCX/SRT export.

Speechify (speechify.com) Resolved · 2026-11-03

Text-to-speech reader, AI voice generator, and video dubbing

Speechify Dubbing Studio benchmarked under anchor_aidub_v1; recorded with B1 export paywall constraint.

Cleanvoice AI (cleanvoice.ai) Resolved · 2026-11-05

AI podcast audio editor, background noise remover, and filler word remover

Completed Cleanvoice AI (cleanvoice.ai) product onboarding and capability benchmarks (published: audio-transcription, voice-isolator); tool profile is live.

VEED (veed.io) Resolved · 2026-11-04

Online video editor, video compressor, auto subtitle generator, and converter

Completed multi-capability evaluation for VEED: published video-compressor benchmark (free 720p MP4 export, 66.63% size reduction); subtitle-generator, ai-dubbing, and text-to-speech withheld under B1 due to free tier paywalls (Creator from $10/mo).

Kapwing (kapwing.com) Resolved · 2026-11-01

Collaborative video editor, video compressor, subtitle generator, and resizer

Kapwing edge capabilities evaluated (ai-dubbing: published, text-to-speech: published, video-compressor: published, subtitle-generator: withheld B1, voice-isolator: withheld B1)

Clideo (clideo.com) Resolved · 2026-11-05

Online video compressor, video merger, resizer, and subtitle tool

Completed Clideo (clideo.com) product onboarding and capability benchmarks (published: subtitle-generator, text-to-speech, video-compressor); tool profile is live.

FlexClip (flexclip.com) Resolved · 2026-11-05

Online video maker, video compressor, converter, and auto subtitle generator

Product indexed and published on RealTest. Video compression verified (87.1/100, 100% client-side WASM); auto subtitle generator evaluated (gated behind login modal, B1).

123apps (123apps.com) Resolved · 2026-10-29

Web app suite for video editing, audio cutting, PDF conversion, and archives

123apps.com onboarded with full pricing, provenance, privacy baseline and 2 live benchmark reports (pdf-compress, pdf-to-word)

Rotato (rotato.app) Resolved · 2026-11-03

3D mockup video generator and browser-based video compressor

Evaluation completed: Rotato Web Video Compressor (video-compressor) executed 100% locally via WASM in 3.2s, reducing size by 68.09% with native 1080p MP4 export and zero watermarks; auto-approved for publication.

Riverside (riverside.fm) Resolved · 2026-11-03

Online recording studio, audio/video transcription, and AI clip generator

Evaluation completed: Riverside Free Audio & Video Transcription (audio-transcription) finished in 8.2s with native SRT subtitles and 100% keyword recall; auto-approved for publication. Legacy product-background link verified 404 (B2).

Submagic (submagic.co) Resolved · 2026-11-04

AI short-form video subtitle generator and captioning tool

Completed end-to-end benchmark and published subtitle-generator report for Submagic, supporting free direct export of standard .srt subtitle files via the Options menu.

Ezgif (ezgif.com) Resolved · 2026-11-05

Animated GIF maker, video-to-GIF converter, video compressor, and WebP optimizer

Completed Ezgif (ezgif.com) product onboarding and capability benchmarks (published: image-compressor, video-compressor); tool profile is live.

VideoSmaller (videosmaller.com) Resolved · 2026-11-04

Free online video compressor and MP4 file size reducer

Completed and published VideoSmaller (video-compressor) benchmark: verified guest free direct download of 1080p zero-watermark native MP4 deliverable (67.78% size reduction, 22.54s server duration).

YouCompress (youcompress.com) Resolved · 2026-11-04

Online file compressor for MP4 videos, MP3 audio, PDFs, and images

Onboarded YouCompress product profile with verified 100% free model; completed benchmarks across image-compressor (-65.65%), pdf-compress, and video-compressor (-67.78%).

Vectorpea (vectorpea.com) Resolved · 2026-11-04

Browser-based vector graphics editor and AI image vectorizer

Measured image-vectorizer on Vectorpea. Pure client-side WASM engine traces in 4.57s without server uploads; exports pristine native SVG with 26 vector paths, 100% color/contour fidelity, zero watermark. Report published (auto_approved).

Photopea (photopea.com) Resolved · 2026-11-05

Browser-based PSD/XCF/Sketch/SVG editor, background remover, and vectorizer

Completed Photopea (photopea.com) product onboarding and capability benchmarks (published: background-remover, image-compressor, image-vectorizer); tool profile is live.

Canva (canva.com) Resolved · 2026-11-05

Graphic design suite with background remover, image upscaler, and PDF tools

Completed Canva (canva.com) product onboarding and capability benchmarks (published: background-remover; image-upscaler withheld due to platform/paywall gates); tool profile is live.

SvgTrace (svgtrace.com) Resolved · 2026-11-05

Free online PNG/JPG to SVG vectorizer and color trace tool

Completed SvgTrace (svgtrace.com) product onboarding and capability benchmarks (published: image-vectorizer); tool profile is live.

PngToSVG (pngtosvg.com) Resolved · 2026-11-03

Online raster PNG/JPG to vector SVG converter and palette extractor

Completed image-vectorizer benchmark measurement: client-side 314ms instantaneous export of high-quality editable unwatermarked standard SVG.

QuillBot (quillbot.com) Resolved · 2026-11-03

AI paraphraser, grammar checker, AI detector, humanizer, and translator

QuillBot AI Detector capability benchmarked and published; AI score and sentence-level attribution verified.

Grammarly (grammarly.com) Resolved · 2026-11-01

Writing assistant, grammar checker, paraphraser, and AI content detector

AI Detector edge measured: 100% AI detection verified on grammarly.com (95.7/100, auto_approved)

LanguageTool (languagetool.org) Resolved · 2026-11-02

Multilingual grammar, style, and spell checker with paraphrasing

Product node onboarded and ai-paraphraser benchmark published with verified deliverable.

GPTZero (gptzero.me) Resolved · 2026-11-01

AI content detector and writing verification platform

AI Detector edge measured: 100% AI detection verified on app.gptzero.me (95.9/100, auto_approved)

ZeroGPT (zerogpt.com) Resolved · 2026-11-04

AI text detector, paraphraser, summarizer, grammar checker, and translator

Both ai-detector (100% accuracy, 2.11s) and ai-paraphraser (80.7% diversity, 5.83s) capability edges benchmarked and published

Copyleaks (copyleaks.com) Resolved · 2026-11-01

AI content detector and plagiarism detection platform

Tested AI Detector on copyleaks.com; report published.

Undetectable AI (undetectable.ai) Resolved · 2026-11-04

AI content detector and AI text humanizer

Product onboarded and capability benchmarks published for AI Content Detector and AI Paraphraser

StealthWriter (stealthwriter.ai) Resolved · 2026-11-04

AI text humanizer, paraphraser, and AI detector

StealthWriter AI Detector and AI Humanizer benchmark measurements published; product live at /tools/stealthwriter.ai/.

Scribbr (scribbr.com) Resolved · 2026-11-03

Academic proofreading, paraphrasing tool, grammar checker, and AI detector

Evaluation completed: Scribbr Free AI Detector (ai-detector) evaluated sample in 1.8s with 100% AI generation detection accuracy and sentence-level diagnostic coloration; auto-approved for publication.

Hemingway Editor (hemingwayapp.com) Resolved · 2026-11-05

Hemingway Editor for readability analysis, sentence simplification, and grammar

Completed Hemingway Editor (hemingwayapp.com) product onboarding and capability benchmarks (published: ai-paraphraser); tool profile is live.

ProWritingAid (prowritingaid.com) Resolved · 2026-11-03

Grammar checker, style editor, and readability analyzer

ProWritingAid Rephrase capability benchmarked and published; sentence-level multi-tone rewriting and 100% fact retention verified.

Smodin (smodin.io) Resolved · 2026-11-03

Multilingual AI writer, paraphraser, AI detector, humanizer, and translator

Smodin (smodin.io) published with benchmark reports across ai-detector and ai-paraphraser.

PDFescape (pdfescape.com) Resolved · 2026-11-02

Online PDF editor, form designer, compressor, and PDF-to-Word converter

Completed guest compression test on anchor_pdfcompress_v1; 98% size reduction, 100% vector retention, 4.62s server wait, auto_approved

DocFly (docfly.com) Resolved · 2026-11-05

Online PDF editor, PDF to Word/Excel converter, and PDF compressor

Completed DocFly (docfly.com) product onboarding and capability benchmarks (published: pdf-compress, pdf-merge-split, pdf-to-word); tool profile is live.

DeftPDF (deftpdf.com) Resolved · 2026-10-31

PDF toolkit with PDF to Word/Excel, PDF translator, OCR, and compression

Published benchmark report for pdf-compress on deftpdf.com with 100% vector retention.

OnlineOCR (onlineocr.net) Resolved · 2026-11-02

Free online OCR service converting scanned PDFs and images to Word and Excel

OnlineOCR (pdf-ocr) benchmarked and published: 2-page scanned PDF converted to .docx with 100% text/table recall in 19.97s server wait

NewOCR (newocr.com) Resolved · 2026-11-02

Free online OCR converting images, multi-column scans, and PDFs to plain text

Product onboarded and pdf-ocr benchmark completed with publishable Grade A report

OCR.space (ocr.space) Resolved · 2026-11-02

Online OCR tool and API for image/PDF text extraction and table parsing

Completed benchmark evaluation of OCR.space scanned PDF OCR on standard anchor fixture with 100% text and table recall, zero-login direct native export of watermark-free searchable PDF.

PDF Resizer (pdfresizer.com) Resolved · 2026-10-31

Online PDF compressor, page resizer, cropper, merger, and converter

Onboarded product node and published pdf-compress benchmark (auto-approved, 100% text retention, 0.41s server processing).

PDF Compressor (pdfcompressor.com) Resolved · 2026-10-31

Batch online PDF compressor and PDF/image format converter

Onboarded product node and published pdf-compress benchmark (auto-approved, 90.8% reduction, 2.08s server processing).

Convertio (convertio.co) Resolved · 2026-10-31

Universal online file converter for audio, video, document, vector, and OCR

Onboarded product node and published pdf-to-word benchmark (auto-approved, 100% text & native table retention, 13.65s processing).

Online-Convert (online-convert.com) Resolved · 2026-11-02

Multi-category file converter for audio, video, document, SVG, and archive formats

Online-Convert (image-compressor) benchmarked and published with 55.99% PNG reduction and 39.27 dB PSNR in 7.5s server wait

AnyConv (anyconv.com) Resolved · 2026-11-01

Online file converter supporting documents, images, audio, video, CAD, and eBooks

Tested PDF-to-Word conversion on anyconv.com; report published.

MConverter (mconverter.eu) Resolved · 2026-11-05

Bulk file converter for Markdown, PDF, office documents, video, audio, and images

Completed MConverter (mconverter.eu) product onboarding and capability benchmarks (published: pdf-compress, pdf-to-word); tool profile is live.

Vertopal (vertopal.com) Resolved · 2026-11-04

Document and markup converter for Markdown, LaTeX, DOCX, PDF, and Jupyter notebooks

Completed Vertopal (pdf-to-word) benchmark: confirmed HTTP 500 Internal Server Error on file upload via CDP network capture with blocking error banner; withheld under B2 (vendor server failure) pending service restoration.

Aspose Free Online Apps (products.aspose.app) Resolved · 2026-11-03

Aspose free online apps for PDF, Word, Excel, OCR, LaTeX, Markdown, and CAD

Measured products.aspose.app edges: pdf-compress (96.2) and pdf-merge-split (96.8) published live; pdf-ocr withheld under B2 (HTTP 500) and pdf-to-word withheld under B1 (2 ops/day limit).

GroupDocs Free Online Apps (products.groupdocs.app) Resolved · 2026-11-03

GroupDocs online document conversion, comparison, merger, and parser apps

Measured products.groupdocs.app pdf-compress: published live (score 97.2, -94.60% size reduction with 100% vector retention).

Editpad (iLoveNote) (editpad.org) Resolved · 2026-11-05

Online text editor, image-to-text OCR, paraphraser, and summarizer

Completed Editpad (iLoveNote) (editpad.org) product onboarding and capability benchmarks (published: ai-paraphraser); tool profile is live.

Prepostseo (prepostseo.com) Resolved · 2026-11-03

Online SEO and content toolkit: OCR, paraphraser, grammar checker, image compressor

Measured prepostseo.com edges: ai-detector and ai-paraphraser both trigger Cloudflare Turnstile bot challenges upon submit, withholding public delivery under contract B2.

Aconvert (aconvert.com) Resolved · 2026-11-01

Online converter and compressor for PDF, document, ebook, image, video, and audio

Product profile published and edge benchmark completed for image-compressor (score 85.7, 56.5% reduction, 36.1 dB PSNR, Grade A native PNG delivery).

Magnific (magnific.ai) Resolved · 2026-11-02

Generative AI image upscaler, enhancer, and detail transformer

Magnific AI image-generator published with 1024x1024 native deliverable; image-upscaler recorded as B1 hard paywall.

Playground (playground.com) Resolved · 2026-11-05

AI graphic design and image generation studio with upscaling and background removal

Completed Playground (playground.com) product onboarding and capability benchmarks (published: background-remover, image-generator); tool profile is live.

SeaArt (seaart.ai) Resolved · 2026-11-03

AI art generator, image upscaler, background remover, and photo restorer

SeaArt (seaart.ai) published with full benchmark reports across background-remover, image-generator, image-upscaler, and object-remover.

NightCafe Creator (creator.nightcafe.studio) Resolved · 2026-11-01

AI art generator, text-to-image studio, and upscaler

Product profile published and edge benchmark completed for image-generator (score 86.6, Flux 2 Klein 9B Fast, 100% text accuracy on 'REALTEST 2026', strict 3 red apples and 2 blue mugs binding).

BIRME (birme.net) Resolved · 2026-11-04

Bulk image resizer, focal point cropper, and WebP/JPEG compressor

Completed BIRME background-remover benchmark: client-side WebGPU local inference, full 2048×2048 unwatermarked transparent PNG export, report published.

ImageResizer (imageresizer.com) Resolved · 2026-11-05

Online image resizer, compressor, cropper, and format converter

Completed ImageResizer (imageresizer.com) product onboarding and capability benchmarks (published: image-compressor, image-upscaler; image-vectorizer withheld due to platform/paywall gates); tool profile is live.

Bulk Resize Photos (bulkresizephotos.com) Resolved · 2026-11-01

Client-side browser bulk image resizer, compressor, and format converter

Product onboarded and image-compressor benchmark published live at /tools/bulkresizephotos.com/ and /topics/image-compressor/.

PicResize (picresize.com) Resolved · 2026-11-05

Online picture resizer, cropper, batch image optimizer, and effects tool

Completed PicResize (picresize.com) product onboarding and capability benchmarks (published: image-compressor; image-upscaler withheld due to platform/paywall gates); tool profile is live.

BeFunky (befunky.com) Resolved · 2026-11-01

Online photo editor, background remover, upscaler, and batch image resizer

Product node live with published AI Image Generator benchmark (20 free generations, 2048px clean export); background-remover, image-upscaler, and photo-restoration verified as BeFunky Plus ($14.99/mo) paid features.

APPLORE (applore.app) Resolved · 2026-10-28

AI app icon generator, multi-platform adaptive icon resizer, and 18,000+ app icon gallery

Published image-generator benchmark report: 1024x1024 unwatermarked native PNG via GPT Image 2.5

Quick Image Kit (quickimagekit.com) Resolved · 2026-10-26

Free no-login browser-local image compressor, resizer, cropper, and format converter

Completed client-side zero-upload image-compressor benchmark (92/100) and published full product profile.

SiPhotoEditor (siphotoeditor.com) Resolved · 2026-11-05

Instruction-based AI photo editor, photo restorer, white product background, and object remover

Completed SiPhotoEditor (siphotoeditor.com) product onboarding and capability benchmarks (published: ai-product-background, photo-restoration); tool profile is live.

Images Upscale (images-upscale.com) Resolved · 2026-10-26

Cloud Real-ESRGAN 2x/4x online AI image upscaler with watermark-free downloads

Completed guest image-upscaler benchmark (92/100) and published full product profile.

CopyChecker (copychecker.com) Resolved · 2026-10-28

Online PDF to Word converter, scanned PDF OCR, and PDF merge/split utility suite

Onboarded copychecker.com and published pdf-to-word:copychecker.com benchmark (74.1 pts)

2. Indexed & Under Review · Product Node Live, Capability Edges Queued (47 products)

Photo Text Editor (phototexteditor.org) In review · 2026-11-03

Photo Text Editor is a free online tool to add text to images: many fonts, colors, outlines, shadows and layouts, then download your edited photo. Works in the browser, no install. Freemium: free to start, optional credit packs ($7 / $15 / $28.90).

Onboarded phototexteditor.org product contract. Measured object-remover: AI inpainting exports are watermarked previews on free tier (B1 blocker, withheld from public ranking).

Doc2X (doc2x.noedgeai.com) In review · 2026-11-01

Doc2X is an online document parsing utility that extracts text, formulas, and tables from PDFs and images with exports to Word, Markdown, and LaTeX. It offers free quotas and paid tiers, with complete features requiring sign-in.

Capability measurement withheld (B2): Guest conversion blocked by interactive puzzle CAPTCHA; account registration requires +86 mobile SMS or WeChat QR scan.

imgmov (imgmov.com) In review · 2026-11-01

Submitted by the imgmov team for review of one working utility: the free Last-Frame Extractor. It lets a video editor or tutorial creator save the final video frame as a PNG, or choose a nearby earlier frame when the ending is dark or blurred. No account or payment was required in our test on 2026-10-31. The page offers a sample clip; choosing Try a sample clip and then Download PNG produced a 419,914-byte PNG at 704 x 704 pixels from the displayed 5.13-second final frame. These are observations of that sample only, not a speed or quality benchmark. Video decoding and frame extraction run locally in the browser; that is not a claim that the entire website makes no network requests. Browser codec support limits compatible files, and PNG output does not preserve HDR. Please evaluate only this feature URL: the AI generation backend is currently parked, so AI-generation marketing elsewhere should not be treated as an available capability. No subscription, credits, paid plan, or review account is needed for this extractor. We welcome an independent fixed-fixture test and do not request a particular score or ranking.

Product node created with verified free client-side last-frame extractor and image resizer. Parked AI backend recorded under partial pricing.

Hotel Lobby (hotel-lobby.app) In review · 2026-11-01

Hotel Lobby turns two photos of people or pets into a 15-second AI duo performance video. The Classic template supports portrait and landscape framing. Generation uses one-time paid credit packs for personal creative projects and social sharing.

Product node created with verified one-time credit pack pricing (.90/.90/.90 for 100/300/500 credits). Edge measurement pending active benchmark protocol.

Otter.ai (otter.ai) In review · 2026-10-29

AI speech-to-text transcription and meeting summary assistant

Onboarded Otter.ai product profile and official pricing (Basic free 300 min/mo, Pro $100/yr billed annually, Business $240/yr billed annually). Discovered capabilities (meeting transcription, speaker diarization) registered in the incubation queue for automated benchmark execution once capability anchors are active.

AssemblyAI (assemblyai.com) In review · 2026-10-29

Speech-to-text transcription and audio intelligence playground

Onboarded AssemblyAI product profile and official pricing (Free trial credits, Universal-2 $0.15/hr, Universal-3.5 Pro $0.21/hr). Discovered capabilities (audio transcription, speaker diarization) registered in the incubation queue for automated benchmark execution once capability anchors are active.

NaturalReader (naturalreaders.com) In review · 2026-10-29

Online text-to-speech reader and document-to-MP3 converter

Onboarded NaturalReader product profile and official pricing (Free tier, Plus $119/yr billed annually, Pro $159/yr billed annually). Discovered capabilities (text-to-speech, document to MP3, voice isolator) registered in the incubation queue for automated benchmark execution once capability anchors are active.

Murf AI (murf.ai) In review · 2026-11-02

AI voice generator, text-to-speech, and voiceover studio

Product node murf.ai onboarded with verified pricing; linked to incubating audio/TTS topics for future benchmark measurements.

Audioalter (audioalter.com) In review · 2026-10-29

Online audio toolkit: converter, noise reducer, vocal remover, equalizer

Product node audioalter.com onboarded with verified free pricing; linked to incubating audio editing topics for future benchmark measurements.

Audio Cutter (123apps) (mp3cut.net) In review · 2026-10-29

Online audio cutter, converter, vocal remover, and pitch shifter

Product node mp3cut.net onboarded with verified pricing; linked to incubating audio editing topics for future benchmark measurements.

Clipchamp (clipchamp.com) In review · 2026-11-05

Microsoft Clipchamp online video editor, auto captions, and video compressor

Product indexed. Auto captions workspace requires compulsory Microsoft account login (B1 paywall/entry gate withheld); other capabilities queued.

Descript (descript.com) In review · 2026-11-05

Transcript-based video/audio editor, subtitle generator, and studio sound

Product indexed. AI voices and dubbing gated behind compulsory registration and project setup (B1 withheld); other capabilities queued.

Fliki (fliki.ai) In review · 2026-11-01

AI text-to-video, text-to-speech, and video translation platform

Fliki capabilities (ai-dubbing and motion transfer) benchmarked; both features are gated by paid subscription (Standard $28/mo) without free export, withheld under B1 paywall.

invideo (invideo.io) In review · 2026-11-01

Online video creation, AI text-to-video, and video compression utilities

Product indexed; video-compressor endpoint returned HTTP 404 (withheld B2), additional capability edges under review

OpusClip (opus.pro) In review · 2026-11-02

OpusClip AI video clipping, reframing, and auto captioning

OpusClip evaluated: captions feature redirects to authenticated dashboard returning 401 Unauthorized; report withheld under B1.

Vectorizer.AI (vectorizer.ai) In review · 2026-11-04

AI bitmap-to-vector converter (PNG/JPG to SVG, EPS, PDF, DXF)

Tested image-vectorizer capability. Free interactive preview works, but downloads are blocked behind a $9.99/mo subscription with 0 free quota (B1 blocker). Report is currently in human review.

Vector Magic (vectormagic.com) In review · 2026-11-04

Precision bitmap-to-vector tracing and SVG conversion tool

Tested image-vectorizer capability. Online preview and tracing work, but SVG downloads redirect to pricing page with Please subscribe to download results (0 free quota, B1 blocker). Report is in human review.

SVGOMG (svgomg.net) In review · 2026-10-30

SVGO web GUI for lossless and lossy SVG optimization and compression

Product node onboarded as 100% free; candidate capability svg-compressor registered as incubating.

kittl.com (kittl.com) In review · 2026-10-30

Design platform with AI vector generator, image vectorizer, and background remover

Autonomous patrol intercepted by Cloudflare Turnstile challenge on kittl.com; queued for manual operator verification.

Vectr (vectr.com) In review · 2026-11-04

Free online vector graphics editor and AI background/vector tools

Tested image-vectorizer capability. Accessing the feature forces redirect to login and requires paid AI credits with 0 free allowance (B1 blocker). Report is currently in human review.

Vectorizer.io (vectorizer.io) In review · 2026-11-04

Online image vectorizer converting PNG and JPG to scalable SVG graphics

Tested image-vectorizer capability. Online interactive tracing and layers work, but downloads return HTTP 402 requiring a $4.99 pass or $8.99/mo subscription (0 free quota, B1 blocker). Report is in human review.

DeepL (deepl.com) In review · 2026-10-31

Neural machine translation for text/documents and DeepL Write grammar/paraphraser

Product node deepl.com ingested with verified monthly pricing ($10.49/mo, $34.49/user/mo). Capability audio-translation is currently incubating.

Wordtune (wordtune.com) In review · 2026-11-04

AI writing companion, sentence rewriter, paraphraser, and summarizer

Product node wordtune.com ingested with verified monthly pricing (Basic $0, Advanced $13.99/mo, Unlimited $19.99/mo). Capability ai-paraphraser is incubating.

Reverso (reverso.net) In review · 2026-11-03

Context translation, document translator, grammar checker, and rephraser

Product node reverso.net onboarded with pricing and provenance; capability topics currently incubating.

Originality.ai (originality.ai) In review · 2026-11-02

AI content detector, fact checker, plagiarism checker, and readability tool

Originality.ai evaluated: scanning console requires mandatory account creation and credit card authorization; report withheld under B1.

Nitro PDF (gonitro.com) In review · 2026-10-31

Nitro PDF online converter (PDF to Word, PDF to Excel, PDF compressor)

Product node gonitro.com onboarded with complete pricing and provenance; active PDF capabilities identified for measurement.

pdfFiller (pdffiller.com) In review · 2026-11-02

Online PDF editor, converter, compressor, form filler, and e-signature suite

pdfFiller evaluated: compress, merge, OCR, and PDF-to-Word exports gate behind mandatory 30-day credit card trial; reports withheld under B1.

PDFSimpli (pdfsimpli.com) In review · 2026-11-02

Online PDF converter, editor, compressor, and OCR document tool

Product node verified; all discovered capability edges (pdf-compress, pdf-merge-split, pdf-to-word) are withheld behind mandatory paid trial paywall (B1).

Nanonets (nanonets.com) In review · 2026-11-02

AI document OCR for tables, PDF-to-Excel, PDF-to-Markdown, and invoices

Onboarded nanonets.com product baseline; pending active capability edge benchmark

Mathpix (mathpix.com) In review · 2026-11-02

Scientific document and equation OCR to LaTeX, Markdown, Word, and PDF

Product node onboarded; pdf-ocr and pdf-to-word withheld due to mandatory Snip login gate (B1).

DocTranslator (doctranslator.com) In review · 2026-11-01

Layout-preserving PDF/Word/Excel document translator and audio transcriber

Investigated doctranslator.com: OCR is restricted to paid plans (Basic $1.99/wk, Pro $19.99/mo) and registration requires phone number verification. Recorded B1 paywall blocker.

TableConvert (tableconvert.com) In review · 2026-10-31

Online table converter between Excel, CSV, Markdown, JSON, HTML, and LaTeX

Product node onboarded with verified 100% free pricing and client-side privacy baseline.

CSVJSON (csvjson.com) In review · 2026-10-31

Developer data conversion suite for CSV to JSON, JSON beautifier, and SQL

Product node onboarded with verified 100% free open-source pricing and client-side privacy baseline.

Remini (remini.ai) In review · 2026-11-03

AI photo enhancer, face restorer, image upscaler, and video enhancer

Product indexed; capability edges image-upscaler and photo-restoration withheld due to $9.99/week download paywall

Topaz Labs (topazlabs.com) In review · 2026-11-01

Topaz Labs AI image upscaling, denoising, sharpening, and video enhancement

Topaz Labs (topazlabs.com) has been onboarded into our product directory with verified suite and web pricing; discovered active capabilities (image-upscaler, photo-restoration) are queued for benchmark measurements.

PromeAI (promeai.pro) In review · 2026-11-03

AI design assistant, sketch rendering, text-to-image, upscaler, and outpainting

PromeAI capabilities evaluated: background-remover endpoint returns 502 upstream error; remaining visual generation workflows are gated behind mandatory paid coin balances.

OpenArt (openart.ai) In review · 2026-11-02

AI image generator, inpainting, upscaler, and sketch-to-image studio

OpenArt evaluated: image creation, upscaler, and object removal trigger mandatory sign-in modal; reports withheld under B1.

PineTools (pinetools.com) In review · 2026-11-01

Browser-based utilities for image processing, color manipulation, text, and math

Product node indexed with verified 100% free pricing baseline. Capability edge review pending active topic incubation.

Reference2Video (reference2video.com) In review · 2026-11-03

AI video generation and motion transfer from reference video clips and character photos

Product indexed; capability edge ai-video-motion-transfer withheld due to free credit threshold (10 free vs 50 required)

Genjutsu AI (aigenjutsu.app) In review · 2026-10-27

AI template video generator for motion transfer and scene subject replacement

Verified product positioning and pricing on product profile; primary capability (ai-video-motion-transfer) queued for topic incubation.

Motion Transfer (motiontransfer.app) In review · 2026-11-02

AI video motion transfer and character pose replication generator

Verified product positioning and pricing on product profile; primary capability (ai-video-motion-transfer) queued for topic incubation.

Frameow (frameow.com) In review · 2026-10-27

AI stylized pet and cat portrait generator from subject photos

Verified product positioning and pricing on product profile; primary capability (ai-portrait-stylizer) queued for topic incubation.

Jev Agent (jev-agent.com) In review · 2026-10-27

Developer structured decision model API and hosted MCP judgment tools

Verified pay-as-you-go credit pricing and published product profile; primary capability (llm-decision-api) queued for topic incubation.

MangaTranslate (mangatranslate.com) In review · 2026-10-28

Online manga and webtoon OCR, translation, and automated typesetting tool

Product node mangatranslate.com onboarded with full pricing verification; primary capability (manga & comic image translation) recorded as candidate topic awaiting incubation.

MKClip (mkclip.com) In review · 2026-10-28

UI screenshot and design mockup animated showcase video maker

Product node mkclip.com onboarded with full pricing verification; primary capability (screenshot showcase video) recorded as candidate topic awaiting incubation.

PicOnTap (picontap.com) In review · 2026-11-04

Cloud AI product background generator, object remover, and photo restoration tool

Product profile and pricing indexed; capability benchmark withheld (B2) due to Cloudflare Turnstile verification timeout and queued for retry.

ReWords.AI (rewords.ai) In review · 2026-10-28

Online image text replacement, object removal, and watermark removal editor

Product indexed; workflow focuses on OCR text replacement rather than brush-based object removal or automatic watermark removal

3. Queued Products Awaiting Patrol Onboarding (2 candidate tools)
#1 · aprirep7m.com ↗ Queued
AprireP7M is an Italian-language browser tool for opening and reading CAdES/P7M signed documents. Please consider its free local P7M reading and supported PDF/XML preview for evaluation or emerging-topic incubation. The official site states that document processing stays on the device, without uploading document contents or requiring registration, with one file at a time up to 50 MB. Reading, preview and technical signature checks are free. PDF extraction/export is a separate paid service: EUR 4.49 for one document, or EUR 9.99/year for unlimited exports with automatic annual renewal (taxes included). Technical checks are not qualified/legal signature validation. No existing RealTest benchmark category, score, endorsement or independent test result is claimed. This is an affiliated product nomination submitted by an authorized assistant. Please independently verify the public claims and distinguish free reading/preview from paid PDF export.
#2 · voysum.com ↗ Queued
Voysum; operator brand: Voysum Team. Voysum turns audio and video recordings into editable timestamped transcripts, AI notes, chapters and translations, with TXT, SRT, VTT and CSV export. It helps creators, students and professionals review meetings, interviews and lectures. The free plan includes 120 minutes per month, 3 files per day, 30 minutes per file and uploads up to 100 MB, with no credit card required. Transcription requires sign-in. Its separate local subtitle and transcript utilities are free to use without an account. Billing model: freemium, optional paid plans. Please independently verify audio/video transcription, subtitle export and local SRT-to-VTT conversion. This is an affiliated nomination from an authorized assistant for Voysum, not an independent review or benchmark. No score or ranking requested. No credentials or private files supplied. Public product contact: hello@voysum.com.

4. Benchmark Scope Boundary (3 item)

play.ht (2026-10-29) — AI text-to-speech generator and voice cloning platform · Submitted domain play.ht is unreachable (ERR_NAME_NOT_RESOLVED); the service was acquired by Meta and permanently shut down on December 31, 2025.
create.vista.com (2026-10-31) — VistaCreate graphic design editor, background remover, and image resizer · Target domain create.vista.com is unreachable due to Cloudflare WAF 403 block.
milesmoulder.com (2026-10-23) — FOX Tasks native iOS personal daily planner app (non-web application) · Thank you for the detailed submission. RealTest currently evaluates browser-accessible web tools using standardized input/output fixtures (image and document tasks), so native iOS-only personal planning apps are outside our current benchmark scope.
Benchmark evidence preview

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