Choosing software
The Photo and Video Software Guide
Photo organizers, editor catalogs, AI search, video libraries, disk catalogs and cloud review, compared by where files live and how you find them.
Choosing photo and video software comes down to two questions: where do your files live, and how will you find them again? Answer those first. Feature lists come after.
- Phone photos on one Mac and iCloud: Apple Photos.
- RAW files you develop every day: your editor's catalog, Lightroom Classic or Capture One.
- A large archive you never keyworded, searched by what's in the pictures: an AI search app such as Excire Foto, Peakto or Grain Photo.
- Footage you need to log, search by dialogue and hand to an edit: a video library such as Kyno, Jumper, Invenio or Disko, or your editor's own search.
- A shared library for a team with a media manager: a MAM such as Iconik or Axle AI.
- Knowing which drive on the shelf holds a file: a disk catalog such as NeoFinder.
- Client review and sign-off: a cloud review tool such as Frame.io.
- Free: digiKam on a desktop, or Immich and PhotoPrism if you'll run a server.
Many working photographers and filmmakers use two or three of these together. The sections below cover each kind, with a table and a few lines per app.
The terms, in one table
Vendors use these words loosely, so it helps to name the job rather than the acronym. For the longer version, see DAM vs. MAM.
| Term | What it does | Typical user |
|---|---|---|
| DAM (digital asset management) | A shared, governed library of finished assets with permissions, versions and usage rights | Brands, agencies and in-house creative teams |
| MAM (media asset management) | A library for video production: ingest, proxies, logging, transcripts and handoff to editing software | Post houses, broadcasters, production teams |
| Photo organizer | A personal library for keeping, browsing and syncing photos | Anyone with a phone and a Mac |
| Editor catalog | The library inside a RAW editor, holding edits, ratings and keywords | Photographers who develop RAW files |
| AI visual search | Analyzes pictures and footage so you can search by description or by example, without tagging first | Anyone with an archive too big to keyword |
| Disk catalog | A record of every file on every drive, searchable while the drive is unplugged | Anyone with a shelf of drives |
| Cloud review | Upload a cut or a selection, share a link, collect comments and approvals | Anyone with clients or remote collaborators |
Photo organizers on a Mac
| App | Best for | Where files live | How you find things | Price model | Notes |
|---|---|---|---|---|---|
| Apple Photos | Phone and Mac photos synced through iCloud | Copied into its library by default; can reference files | Natural-language search with Apple Intelligence | Included with macOS | Referenced files aren't in iCloud |
| Mylio Photos | One library on Mac, Windows, iOS and Android | Existing folders, synced peer to peer | On-device AI search and faces | Free start; paid Personal and Business plans | Optional encrypted cloud |
| Photo Mechanic | Ingesting and culling a shoot fast | On your cards and drives | Ratings, captions, keywords | $14.99/mo, $149/yr or $299 once | Plus edition no longer sold |
| Adobe Bridge | Previewing and tagging creative files | Folders as they are | Keywords, labels, ratings, filters, metadata | Free download | Batch rename and export |
Apple Photos. The obvious choice for the photos on your iPhone. On a Mac with Apple Intelligence you can search in natural language and find a key moment in a video, with language and region limits. It copies imported files into its library by default. You can turn off Copy items to the Photos library to reference files instead, but Apple says those files aren't stored in iCloud, and Photos can't locate them when the drive is disconnected.
Mylio Photos. Mylio runs on Mac, Windows, iOS and Android and syncs devices directly, with no cloud upload required; an encrypted cloud is optional. Its linked folders include files where they are without moving or copying them, and show as missing while the drive is disconnected. Face recognition and AI search run on your devices. It wins when the same library has to be on every device. See Grain vs. Mylio.
Photo Mechanic. Camera Bits built it for photographers on extreme deadlines: ingest from cards, cull, rate, and add captions, keywords and copyright. The current version is 2026.6, on Mac and Windows, sold as a subscription or a perpetual license. Camera Bits stopped selling Photo Mechanic Plus, the catalog edition, on February 27, 2026. See Grain vs. Photo Mechanic.
Adobe Bridge. A free download that previews creative files, tags them with keywords, labels and ratings, and batch renames or exports. Search works from metadata you or your camera wrote. See Grain vs. Adobe Bridge.
Google Photos, at professional scale. It works very well for a phone. For an archive, note that storage is shared across your Google Account, with 15 GB free, and that uploads are capped at 200 MB or 200 megapixels per photo and 10 GB per video. A long recording from a cinema camera can pass that. If you like its search but want it over your own drives, look at the AI search and self-hosted sections below.
Editor catalogs: Lightroom Classic and Capture One
| App | Best for | Where files live | How you find things | Price model | Notes |
|---|---|---|---|---|---|
| Lightroom Classic | RAW development with a catalog | Added in place, or copied or moved on import | Keywords, metadata, faces | Adobe subscription plans | Video in the Library module only |
| Lightroom | Editing and search synced across devices | Adobe's cloud | Natural-language search, people | Adobe subscription plans | People analysis on Adobe's servers |
| Capture One | Tethered studio work and color-critical RAW | Sessions or catalogs, referenced or managed | Filters for rating, color tag, date, keywords | Subscription or one-time license | Mac and Windows |
| ACDSee Photo Studio for Mac | Editing and managing in one app | Files where they are | AI keywords | Version 27 in presale | Reverse image search listed for version 27 |
Lightroom Classic. On import you choose to add files where they are, or to copy or move them. Smart Previews let you keep editing while the drive is disconnected. It has face recognition and keyword search. It comes with Adobe's Lightroom, Photography and Creative Cloud Pro plans.
Is Lightroom Classic a Lightroom for video? Partly. It catalogs common formats such as MP4, MOV and AVCHD, but only in the Library module: no Develop, and video doesn't sync to the cloud-based Lightroom. Camera RAW video formats aren't on Adobe's list. For phone and mirrorless clips next to the stills from the same shoot, that's fine. For interviews, long takes or RAW video, pair it with a video library from the section below.
Lightroom (cloud). Improved Search lets you search the synced library in your own words. Adobe says People view analysis happens on its servers.
Capture One. Version 16.9 shipped on October 29, 2026. You can buy a subscription or a one-time license. Its Filters tool narrows by rating, color tag, date and keywords, and filters save as Smart Albums. Like Lightroom Classic, it's an editor first, so organization follows the work you do inside it.
ACDSee Photo Studio for Mac. Version 26 added AI Keywords. ACDSee lists AI reverse image search for Mac 27, in presale and due in late November 2026.
AI visual search: Excire, Peakto, Grain and others
This is where most "private AI photo search on Mac" and "Excire alternatives" questions land. There are two approaches. Keywording apps run a model over each photo and write words you can save into the file as IPTC or XMP, so they travel to other apps and to clients. Search apps keep their analysis in their own index and let you describe a picture without any keywords. Keywords suit delivery to agencies. Description search suits finding a frame you remember but never tagged. Many photographers use one of each.
| App | Best for | Where files live | How you find things | Price model | Notes |
|---|---|---|---|---|---|
| Excire Foto | AI keywords other apps can read | In place, with its own preview database | Free-text prompts, keywords, faces | One-time; $249 list | AI runs locally |
| Excire Search | AI search inside Lightroom Classic | Your Lightroom catalog | Prompt, similarity and face search | Separate purchase | Plug-in; runs locally |
| Peakto | Photos spread across several editing catalogs | In place, across drives and app catalogs | Natural-language search, faces | Subscription tiers; lifetime option on Standard | MCP agents in beta |
| CrossPrism | Trainable, scriptable labels | In place | On-device labels, including your own | Free | Lightroom Classic plug-in |
| Grain Photo (ours) | Photos and footage across many drives, found by description | In place on the Mac, external drives, NAS and Dropbox | Description, similar shots, spoken words | $49 once, 7-day trial | Analysis on the Mac; built-in MCP server |
Excire Foto. Excire Foto 2027 shipped on June 16, 2026, for Mac and Windows, with all AI processing done locally. It's a one-time purchase with no subscription. It keeps its own preview database, so you can search while external drives are disconnected. Keywords stay in that database until you choose Save Metadata, which writes them into the file or an XMP sidecar. For Lightroom Classic users, Excire Search adds prompt, similarity and face search inside the catalog. See Grain vs. Excire Foto.
Peakto. Peakto 3.0 indexes files where they are and reads catalogs from Lightroom Classic, Capture One, Luminar Neo and Apple Photos, plus DxO, Resolve and Final Cut Pro. Its AI runs on your Mac, it can search offline drives, and its video search is frame-accurate. It lists AI agents through an MCP server as beta, and adds Peakto Web for teams. Pricing is Standard and Professional subscriptions, Enterprise by quote, and a lifetime license for Standard. See Grain vs. Peakto.
CrossPrism. A free Mac app that labels photos and videos with models that run entirely on your Mac. You can train your own labels, and a Lightroom Classic plug-in adds keywords and recognition search.
Grain Photo. Our app. It catalogs folders in place on your Mac, external drives, NAS and Dropbox, with no import, as one library across every drive. It analyzes photos and video on the Mac, so you can describe what's in a picture or find similar shots from a reference image. Videos are transcribed as they're added, so you can search what was said and play from that line. Unplugged drives stay browsable and searchable from saved previews. A built-in MCP server lets ChatGPT, Claude Desktop or your own agent on the same Mac search the library and gather results into collections, and you can turn that access off any time. People (face grouping) and Clips are in beta. It's $49 once, with a 7-day free trial, and requires signing in.
Video libraries and MAM
Start by asking whether the shot is in the project you're cutting or could be anywhere in years of footage. Editors now search their own projects well: Premiere Pro's media intelligence finds people, objects and dialogue with local analysis, DaVinci Resolve 21's IntelliSearch searches objects, dialogue and faces, and Avid's PhraseFind AI searches speech in Media Composer, which version 2026.8 extended to multicam cuts. They only see what you've imported into a project. For the archive, you need one of these.
| App | Best for | Where files live | How you find things | Price model | Notes |
|---|---|---|---|---|---|
| Kyno | Ingest, logging and NLE handoff | Drives, cards and shared storage, in place | Logged metadata and tags | One-time from $159, with a year of updates | Mac and Windows; updates infrequent |
| Jumper | Search inside whichever editor you use | Your media, analyzed on your machine | Visual, speech in 111 languages, Match Similar | Per seat: lifetime, monthly or yearly | Plug-in for four NLEs; agentic editing |
| Invenio | Low-cost footage search on one Mac | Folders and drives in place | Visual, on-screen text; speech on Pro | Free tier; Pro subscription or lifetime | Index persists when drives disconnect |
| Disko | Video-first logging with speaker labels | Your drives; cloud optional | Dialogue, on-screen text, faces in 50+ languages | One-time desktop app; optional cloud plan | Exports a Premiere and Resolve project |
| Grain Photo (ours) | Photos and footage in one library | In place across drives, NAS and Dropbox | Spoken words, description, similar shots | $49 once, 7-day trial | Clips in beta |
| Axle AI | A media team with large shared storage | On-prem, private cloud or Axle Cloud | Transcripts, faces, objects, logos, text | On-prem license or per-TB cloud | Integrates with Avid, Premiere, Resolve |
| Iconik | Distributed teams that need governance | Hybrid: your storage or Iconik's | Auto-tagging, transcription, search | Usage-based Starter with seats; quote above | MCP server announced August 2026 |
Kyno. Is Kyno still sold? Yes: the product page says it's now owned by Signiant and still offers it for sale, on macOS and Windows, with handoff to Final Cut Pro, Premiere Pro, Resolve and Media Composer. Updates are infrequent. Per the release notes, version 1.9.0 came in September 2025, after 1.8.5 in December 2021. A license is a one-time purchase with a year of updates.
Jumper. Jumper is a plug-in for Premiere Pro, Final Cut Pro, DaVinci Resolve and Media Composer that runs on your machine and works offline after setup. Its Pro tier adds face search, watch folders and agentic editing, which lets an agent search footage and work with timelines over MCP or a local API. It's sold per seat.
Invenio. Invenio runs on Apple silicon Macs with all processing local. The free tier searches what's on screen and on-screen text; Pro adds speech search. Results drag into Premiere, Final Cut or Resolve.
Disko. Disko runs on Apple silicon Macs, with Windows in beta. It transcribes with speaker labels, searches dialogue, on-screen text and faces, and exports one project file with bins, subclips and stringouts that opens in Premiere Pro and Resolve. Its optional Assistant Editor sends transcripts and descriptions, not footage, to a model you choose.
Axle AI. Axle AI indexes existing NAS, SAN and cloud buckets without moving files, and you choose whether tagging and transcription run on premises, in a private cloud or in Axle Cloud. It's built for broadcast, sports, education and branded content teams.
Iconik. Iconik, a Backlight business, indexes NAS, SAN and cloud buckets where files sit and generates proxies on your own hardware. It works inside Premiere Pro and Resolve. Backlight announced an MCP server in August 2026. Pricing for Starter is usage-based with per-user seats; Professional and Enterprise are quoted. It wins when many people need the same media with permissions.
Iconik alternatives, briefly. If you're looking past Iconik or Axle AI because nobody's job is running a platform, the desktop apps above cover search, transcripts and handoff on the editing Mac, and Frame.io covers client review.
Disk catalogs: NeoFinder and alternatives
A disk catalog answers "which drive is it on?" for every file type, not just media, and is the right tool for checking backups between drives.
| App | Best for | Where files live | How you find things | Price model | Notes |
|---|---|---|---|---|---|
| NeoFinder | Every file on every drive, with deep metadata | Drives, discs, LTO, servers, Dropbox, Backblaze B2 | Names, EXIF/IPTC/XMP, faces, similar photos | One-time license per major version | Mac, plus iOS app |
| abeMeda | The same job on Windows | Drives and discs | Names, EXIF/IPTC/XMP, thumbnails | See vendor | Catalogs open in NeoFinder's iOS app |
| DiskCatalogMaker | A simple, fast Finder-style catalog | Mounted disks and network folders | Names and attributes, boolean search | $38.99 one-time; 30-day trial | Searchable from Spotlight |
| DriveVault | Comparing drives for backups | External drives | Name, type, metadata, previews | Free for one drive; one-time paid tiers | macOS 14 or later |
| Offline Files | Quick search across every drive | Internal, external and network drives | Names, metadata; local recognition on Apple silicon | $12.99 | macOS 15 or later |
NeoFinder. NeoFinder 9.3.1, released September 29, 2026, catalogs drives, optical discs, LTO volumes and server volumes, including NAS, Dropbox and Backblaze B2. It reads EXIF, IPTC and XMP, records video codecs and bitrates, searches faces and similar photos, and can tag images with AI. It's not a subscription: a license works with its major version indefinitely.
DiskCatalogMaker. DiskCatalogMaker 9.3.1 supports macOS 12 through 27, generates optional thumbnails, finds duplicates across disks and searches catalogs from Spotlight.
DriveVault. A Mac App Store app that scans drives, shows image and video previews while they're unplugged, and reports missing or different files between drives.
Offline Files. A Mac App Store app that catalogs internal, external and network drives. Its Smart Analyze recognizes people, animals, objects and scenes on Apple silicon, locally.
A disk catalog and a media library do different jobs. Many people keep both: the catalog for every file, the library for finding the shot by what's in it or what was said.
Cloud review, delivery and enterprise DAM
| App | Best for | Where files live | How you find things | Price model | Notes |
|---|---|---|---|---|---|
| Frame.io | Client review and approval | Uploaded to Frame.io | Transcripts, comments, metadata; AI search in beta | Free; Pro $15 and Team $25 per member per month | Camera to Cloud on all plans |
| Air | Marketing and creative teams | Air's cloud, with desktop sync | Conversational search | Free tier, then paid tiers | MCP server on Business and Enterprise |
| Bynder | Large brand libraries | Bynder's platform | Natural-language search | By quote | MCP server respects permissions |
| Orange Logic | Enterprises with complex archives | OrangeDAM | Search under each user's permissions | By quote | MCP server on by default since its Rome release |
Frame.io. Adobe's review and approval platform, with Camera to Cloud uploads from set on every plan. Its AI search covers natural language and, on Team and Enterprise, visual search, both in beta. Plans run from free to custom Enterprise. It holds what you upload for a project, so it pairs with an archive tool rather than replacing one.
Air. A cloud library with desktop sync and conversational search. Its MCP server for Claude Desktop needs a Business or Enterprise workspace. Plans start with a free tier.
Bynder and Orange Logic. Enterprise DAMs for organizations with hundreds of users and rights rules. Both publish MCP servers that act under each user's permissions: Bynder's and Orange Logic's. Both are priced by quote.
Free and open source
| App | Best for | Where files live | How you find things | Price model | Notes |
|---|---|---|---|---|---|
| digiKam | A full desktop organizer, open source | Folders you register as collections | Tags, faces, metadata | Open source | Linux, Windows, macOS |
| XnView MP | Fast browsing of huge folders | Folders as they are | Metadata; IPTC and XMP editing | Free for private use; paid for companies | Windows, macOS, Linux |
| Immich | A self-hosted Google Photos replacement | Your server; existing folders as an external library | Contextual search, faces, text in images | Open source; optional supporter license | Docker; phone backup apps |
| PhotoPrism | A browser-based archive on your own hardware | Storage you control | AI classification, faces, location | Free Community edition; paid memberships | Docker, NAS, Raspberry Pi |
| Bildhuus Aspect | Cloud-free sync between computers and phones | Its own library, mirrored to the file system | Browsing; advanced metadata editing on Pro | Free tier; one-time Pro | macOS, Windows, Linux |
digiKam. An open-source photo manager for Linux, Windows and macOS. Version 9.1.0 shipped in June 2026, and face management and auto-tags arrived in the 8.x releases. Each collection is a root folder of your photos and videos. It asks for more setup than the paid apps. See Grain vs. digiKam.
XnView MP. Free for private, educational and non-profit use, and it reads more than 500 image formats.
Immich. Self-hosted with Docker under the AGPL, with web, iOS and Android clients. Its external library tracks existing folders, and contextual search finds photos without keywords. You run and back up the server.
PhotoPrism. Self-hosted on Docker, a NAS or a Raspberry Pi, with a free Community edition and paid memberships.
Bildhuus Aspect. Version 1.0.2 runs on macOS, Windows and Linux and syncs peer to peer with no cloud. The free tier syncs up to five devices; Aspect Pro is a one-time purchase.
How we compare
Every table uses the same six questions: who it's best for, where your files live, how you find things, the price model, and anything that changes the decision, such as offline drives, platforms or agent access. We don't rank products, because the right one depends on your files and how you work.
Facts come from vendor pages, help documentation, release notes and App Store listings, checked on November 11, 2026, and each is linked where it appears. We give an exact price only where the vendor's own page showed it that day; otherwise we describe the model. Where a vendor labels a feature beta or preview, so do we. We recheck every row when a listed product ships a major release, and the whole guide at least once a year.
Grain Photo is our product. It appears as one entry in the tables where it fits, described only by what it does, and every other product is described by what it's best at, including where it wins.
Spot something out of date? Email us. You'll find how to reach us on our support page, and we'll correct the guide and update the date at the top.