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 (122 entries)

32 resolved & published 87 indexed & in review 0 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 (32 products)

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).

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)

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.

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)

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)

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)

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

AI content detector and plagiarism detection platform

Tested AI Detector on copyleaks.com; report published.

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

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.

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.

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).

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/.

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

Completed and published image-generator benchmark report (1024×1024 watermark-free native PNG) and full product profile.

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.

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 product node and published 3 benchmark reports across PDF-to-Word (74/100), PDF OCR, and PDF Merge & Split.

2. Indexed & Under Review · Product Node Live, Capability Edges Queued (87 products)

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.

Product node onboarded with verified pricing; capability edge benchmark in review (requires account authentication for full-page export).

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.

Tested motion transfer edge (Cast your duo): 0 credits available upon login, clicking Make our video scrolls to #pricing paywall (Starter $7.92 / 100 credits), withheld under B1 blocker.

ElevenLabs (elevenlabs.io) In review · 2026-10-29

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

Onboarded ElevenLabs product profile and official pricing (Free 10k credits/mo, Starter $5/mo, Creator $22/mo). Discovered capabilities (text-to-speech, voice isolator, AI dubbing) registered in the incubation queue for automated benchmark execution once capability anchors are active.

Vocal Remover (vocalremover.org) In review · 2026-10-29

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

Onboarded Vocal Remover product profile and completely free pricing tier. Discovered capabilities (voice isolator, audio stem splitter, audio pitch and tempo changer) registered in the incubation queue for automated benchmark execution once capability anchors are active.

Auphonic (auphonic.com) In review · 2026-10-29

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

Onboarded Auphonic product profile and official pricing (Free 2 hours/mo, recurring subscription $132/yr billed annually, one-time credits $12/5 hours). Discovered capabilities (audio loudness leveler, voice isolator, audio transcription) registered in the incubation queue for automated benchmark execution once capability anchors are active.

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.

TurboScribe (turboscribe.ai) In review · 2026-10-29

Whisper-powered audio and video transcription to text and SRT

Onboarded TurboScribe product profile and official pricing (3 free transcriptions daily, Unlimited $120/yr billed annually, or $20/mo). Discovered capabilities (audio transcription, subtitle generator) 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.

Speechify (speechify.com) In review · 2026-10-29

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

Product node speechify.com 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.

Cleanvoice AI (cleanvoice.ai) In review · 2026-10-29

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

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

VEED (veed.io) In review · 2026-10-29

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

Product node veed.io onboarded with verified pricing; linked to incubating video editing/subtitles topics for future benchmark measurements.

Clideo (clideo.com) In review · 2026-10-29

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

Product node clideo.com onboarded with verified pricing; linked to incubating video compression/subtitles topics for future benchmark measurements.

FlexClip (flexclip.com) In review · 2026-10-29

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

Onboarded product node with complete verified pricing (Free, Plus .99/mo or .88/yr, Business .99/mo or .88/yr), legal entity PearlMountain Limited, discovered 3 capabilities (video-compressor, subtitle-generator, text-to-speech) currently incubating

Clipchamp (clipchamp.com) In review · 2026-10-29

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

Onboarded Clipchamp product node with verified free/M365 pricing baseline; queued for capability edge measurement.

Descript (descript.com) In review · 2026-10-29

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

Onboarded Descript product node with verified pricing tiers (Free/Hobbyist/Creator/Business); queued for capability benchmark.

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

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

Onboarded Fliki product node with verified pricing tiers; candidate capabilities registered as incubating.

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

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

InVideo workspace evaluated: motion transfer and frontier video models locked behind Plus subscription paywall; withheld from public ranking, in_review.

Rotato (rotato.app) In review · 2026-10-29

3D mockup video generator and browser-based video compressor

Onboarded Rotato product node with verified one-time lifetime pricing tiers; candidate capabilities registered as incubating.

Riverside (riverside.fm) In review · 2026-10-29

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

Onboarded Riverside product node with verified pricing tiers; queued for capability benchmark.

Submagic (submagic.co) In review · 2026-10-29

AI short-form video subtitle generator and captioning tool

Onboarded Submagic product node with verified pricing tiers; queued for capability benchmark.

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

OpusClip AI video clipping, reframing, and auto captioning

Onboarded OpusClip product node with verified pricing tiers; queued for capability benchmark.

Ezgif (ezgif.com) In review · 2026-10-29

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

Onboarded Ezgif product node with verified 100% free pricing baseline; queued for capability benchmark.

VideoSmaller (videosmaller.com) In review · 2026-10-30

Free online video compressor and MP4 file size reducer

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

YouCompress (youcompress.com) In review · 2026-10-30

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

Product node onboarded as 100% free; actionable capability edges image-compressor and pdf-compress queued for measurement.

Vectorizer.AI (vectorizer.ai) In review · 2026-10-30

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

Product node onboarded with verified pricing ($9.99/mo); candidate capability image-vectorizer registered as incubating.

Vector Magic (vectormagic.com) In review · 2026-10-30

Precision bitmap-to-vector tracing and SVG conversion tool

Product node onboarded with verified pricing ($9.95/mo web, $295 desktop); candidate capability image-vectorizer registered as incubating.

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.

Vectorpea (vectorpea.com) In review · 2026-10-30

Browser-based vector graphics editor and AI image vectorizer

Product node onboarded with verified pricing (€8/30d, €50/365d); candidate capability image-vectorizer registered as incubating.

Photopea (photopea.com) In review · 2026-10-30

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

Product node onboarded with verified pricing (€8/30d, €50/365d); actionable capability edges background-remover and image-compressor queued for measurement.

Canva (canva.com) In review · 2026-10-30

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

Product node onboarded with verified pricing ($18/mo, $144/yr); actionable capability edges background-remover and image-upscaler queued for measurement.

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.

SvgTrace (svgtrace.com) In review · 2026-10-30

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

Product node onboarded with verified pricing ($17.99/mo, $119.88/yr); candidate capability image-vectorizer registered as incubating.

PngToSVG (pngtosvg.com) In review · 2026-10-30

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

Product node ingested with verified free pricing; capability edge image-vectorizer is incubating across catalog.

Vectr (vectr.com) In review · 2026-10-30

Free online vector graphics editor and AI background/vector tools

Product node ingested with partial pricing verification; actionable edge background-remover queued for benchmarking.

Vectorizer.io (vectorizer.io) In review · 2026-10-31

Online image vectorizer converting PNG and JPG to scalable SVG graphics

Product node vectorizer.io ingested with verified pricing ($4.99/week pass, $8.99/mo). Capability image-vectorizer is currently incubating.

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.

QuillBot (quillbot.com) In review · 2026-10-31

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

Product node quillbot.com ingested with verified pricing (Free $0, Premium annual equivalent $8.33/mo). Capabilities ai-detector and ai-paraphraser are incubating.

Wordtune (wordtune.com) In review · 2026-10-31

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.

ZeroGPT (zerogpt.com) In review · 2026-10-31

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

Product node zerogpt.com ingested with verified pricing ($14.99/mo, $21.99/mo, $30.99/mo, and annual equivalents). Capability ai-detector is incubating.

Undetectable AI (undetectable.ai) In review · 2026-10-31

AI content detector and AI text humanizer

Product node undetectable.ai onboarded with pricing and provenance; capability topics currently incubating.

StealthWriter (stealthwriter.ai) In review · 2026-10-31

AI text humanizer, paraphraser, and AI detector

Product node stealthwriter.ai onboarded with pricing and provenance; capability topics currently incubating.

Scribbr (scribbr.com) In review · 2026-10-31

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

Product node scribbr.com onboarded with pricing and provenance; capability topics currently incubating.

Hemingway Editor (hemingwayapp.com) In review · 2026-10-31

Hemingway Editor for readability analysis, sentence simplification, and grammar

Product node hemingwayapp.com onboarded with pricing and provenance; capability topics currently incubating.

ProWritingAid (prowritingaid.com) In review · 2026-10-31

Grammar checker, style editor, and readability analyzer

Product node prowritingaid.com onboarded with pricing and provenance; capability topics currently incubating.

Reverso (reverso.net) In review · 2026-10-31

Context translation, document translator, grammar checker, and rephraser

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

Smodin (smodin.io) In review · 2026-10-31

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

Product node smodin.io 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

Product node originality.ai onboarded with pricing and provenance; capability topics currently incubating.

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

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

DocFly (docfly.com) In review · 2026-10-31

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

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

PDFSimpli (pdfsimpli.com) In review · 2026-10-31

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

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

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

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

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

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

Product baseline onboarded; pdf-ocr edge requires dashboard registration with captcha, remaining in_review pending dedicated credentials

MConverter (mconverter.eu) In review · 2026-10-31

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

Product node onboarded with verified pricing and provenance; actionable capability edges (pdf-compress, pdf-to-word) in review queue.

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.

Vertopal (vertopal.com) In review · 2026-10-31

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

Product node onboarded with verified pricing and provenance; actionable capability edge (pdf-to-word) in review queue.

Aspose Free Online Apps (products.aspose.app) In review · 2026-10-31

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

Product node onboarded with verified pricing and provenance; actionable capability edges (pdf-compress, pdf-merge-split, pdf-ocr, pdf-to-word) in review queue.

GroupDocs Free Online Apps (products.groupdocs.app) In review · 2026-10-31

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

Product node onboarded with verified pricing and provenance; actionable capability edges (pdf-compress, pdf-merge-split, pdf-to-word) in review queue.

Editpad (iLoveNote) (editpad.org) In review · 2026-11-01

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

Product node onboarded with verified pricing and provenance; actionable capability edge (ai-paraphraser) in review queue.

Prepostseo (prepostseo.com) In review · 2026-10-31

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

Product node onboarded with verified pricing and provenance; actionable capability edge (ai-paraphraser) in review queue.

Remini (remini.ai) In review · 2026-11-01

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

Remini (remini.ai) has been onboarded into our product directory with verified freemium model and provenance; discovered active capabilities (image-upscaler, photo-restoration) are queued for benchmark measurements.

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 · 2026-11-01

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

PromeAI (promeai.pro) has been onboarded into our product directory with verified Team LibAI provenance and freemium coin model; discovered active capabilities (ai-product-background, background-remover, image-generator, image-upscaler, object-remover) are queued for benchmark measurements.

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

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

OpenArt (openart.ai) has been onboarded into our product directory with verified monthly and annual pricing; discovered active capabilities (image-generator, image-upscaler, object-remover) are queued for benchmark measurements.

Playground (playground.com) In review · 2026-11-01

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

Playground (playground.com) has been onboarded into our product directory with verified monthly and annual plans ($144/yr, $432/yr); discovered active capabilities (background-remover, image-generator, image-upscaler) are queued for benchmark measurements.

SeaArt (seaart.ai) In review · 2026-11-01

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

SeaArt (seaart.ai) has been onboarded into our product directory with verified dual Stamina/Coin freemium model; discovered active capabilities (background-remover, image-generator, image-upscaler, object-remover, photo-restoration) are queued for benchmark measurements.

BIRME (birme.net) In review · 2026-11-01

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

BIRME (birme.net) has been onboarded into our product directory with verified 100% free client-side processing model; discovered active capabilities (background-remover, image-compressor, image-upscaler) are queued for benchmark measurements.

ImageResizer (imageresizer.com) In review · 2026-11-01

Online image resizer, compressor, cropper, and format converter

Product node indexed with verified Free ($0), Pro ($6.99/mo), and Ultra ($9.99/mo) tiers. Capability benchmark scheduled.

PicResize (picresize.com) In review · 2026-11-01

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

Product node indexed with verified Free, Pro ($60/yr), and Lifetime ($75) tiers. Capability benchmark scheduled.

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 · 2026-10-27

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

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

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 onboarded with full pricing verification; primary capability (manga-comic-translator) queued for topic incubation.

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

UI screenshot and design mockup animated showcase video maker

Product node onboarded with full pricing verification; primary capability (design-showcase-video) queued for topic incubation.

PicOnTap (picontap.com) In review · 2026-10-28

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 profile and pricing indexed; workflow focuses on OCR text replacement while object/watermark removal edges are queued.

SiPhotoEditor (siphotoeditor.com) In review · 2026-10-28

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

Product profile and pricing indexed; photo-restoration withheld under B1 (mandatory login & paid credit gate).

3. Queued Products Awaiting Patrol Onboarding (0 candidate tools)

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) · RealTest currently evaluates browser-accessible web tools using standardized input/output fixtures; native iOS-only personal planning apps are outside our current benchmark scope.
Benchmark evidence preview

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