Competitive landscape · incumbent database
Everyone who already does one slice of Spoken.
Every tool, builder, calculator, community, and scanner found across the niche research— mapped into one competitive database. Each is categorized (personal builder · compatibility · photo→BOM · scan · quote · influencer kit · listing maker · DIY community), sized, checked for whether it's still active, and rated on how much of Spoken's full stack it actually covers. Spoken's whole vision is: photo of a build → exact-model parts → compatibility + spec graph → composed valuation → a live, shareable build page. The point of this map: almost every one of these is a single piece of that — a compat calculator, or a manual builder, or a valuation tool. The few rated a real threat are the ones doing photo→BOM already. And every one is also rated on UI/UX quality— because a high-end, elevated interface is one of Spoken's clearest edges, and most of this field is utilitarian, dated, or barely designed. Sort by Weakest UI to see the opening. Above the niche field sit the big dogs — Pinterest, Google Lens, Amazon, the LLMs — a different threat shape: massive reach, generic depth, no owner builds. Each is rated on the same scale plus the structural gap and pivot risk.
138
incumbents mapped
5
direct photo→BOM rivals
11
rated a real threat (4–5)
2.9
avg UI/UX (of 5)
44
weak UI (≤2) — the opening
A different threat shape: massive reach, shallow depth — Pinterest, Google Lens, Amazon, the LLMs. Click to expand.
The niche field — 138 single-slice tools
Deep in one niche (or a couple), each covering a single slice of the stack. A multi badge marks the ones spanning more than one niche.
Sort138 shown
Min threat
| Incumbent | Category | Threat | UI/UX | What it does | Niche(s) | Active |
|---|---|---|---|---|---|---|
| AstroBuilder | Personal builder | 4 | 3 | Astrophotography rig builder: pick scope/camera/mount/filters from a catalog, get compatibility checks, spec calcs (arcsec/pixel, FOV), live cost, and a shareable build + community builds. | Astrophotography | active |
| BikePartPicker.netmulti ×2 | Personal builder | 4 | 3 | Design a bike build, check 50+ real-time compatibility rules (T47/BSA/UDH, chainline, axle spacing, tire clearance) and compare prices across retailers. | Urban, Road | active |
| ModularGrid | DIY community | 4 | 2 | The canonical Eurorack database + drag-drop rack planner with power/HP checks, a huge module catalog and a used-gear marketplace. | Eurorack | active |
| MotorMia | Compatibility | 4 | 4 | AI car-mod app that builds a vehicle 'digital twin', checks aftermarket-part fitment, suggests mods and predicts gains from a 5M+ parts / 50M+ fitment dataset. | Cars | active |
| PCPartPickermulti ×2 | Personal builder | 4 | 4 | Manual PC parts builder with automatic part-by-part compatibility checking, live pricing across retailers, and a huge community build/gallery. | PC building, Battlestations | active |
| PinkSlips | Personal builder | 4 | 3 | Car-build app: structured permanent build pages with mod lists, specs, fitment, dyno, photo mod-tagging, clubs/shops, and social sharing. | Cars | active |
| Ready Set Sim | Compatibility | 4 | 3 | Sim-racing rig builder with cross-brand compatibility checks, live pricing, an AI 'Simfigurator', shareable build links, and a MySim community. | Sim racing rigs | active |
| Rig Designermulti ×2 | Personal builder | 4 | 4 | Camera/cinema rig builder: pick from ~194k products, get priced-out rig with a shareable public rig page and community. | Cinema, Cameras | active |
| RigCraft Pedalboard AI | Photo → BOM | 4 | 3 | iOS app: photo-identifies each pedal + jack orientation, GPT-arranges signal chain, and outputs power/cabling shopping list + wiring diagram. | Electric guitar rigs | active |
| RotorBuilds | DIY community | 4 | 3 | FPV drone build-sharing community: part lists, build logs, photos, discussions, and a parts database (since 2015). | FPV drones | active |
| ToneFinder | Photo → BOM | 4 | 4 | Photo→identify every pedal/guitar/amp/cab, then AI-arrange the signal chain, swap/tweak, and save the rig. | Electric guitar rigs | active |
| 99spokesmulti ×2 | DIY community | 3 | 5 | Massive bike database (114k+ bikes, 471 brands): specs, comparisons, trends, price history; also licenses data to the trade. | Road, Mountain biking | active |
| AquaBuildPlanner | Personal builder | 3 | 3 | Free reef/freshwater tank build planner: start from livestock, budget, or space; equipment recs, price tracking, drag-drop visual tank designer. | Reef tanks | active |
| AstroBin | DIY community | 3 | 3 | Astrophotography image-hosting community with a structured equipment database; users tag each photo with the exact scope/camera/mount/filters used. | Astrophotography | active |
| Auto ModList | Personal builder | 3 | 1 | App to track a vehicle's mods/parts/service and generate a shareable custom build page (web link, QR, printable show board). | Cars | active |
| Biker 2.0 | Photo → BOM | 3 | 2 | Photo of a bike → AI auto-detects and catalogs 30+ components, then tracks usage, gives maintenance reminders, and offers an expert-chat + repair-shop finder. | Mountain biking | active |
| Build List | Personal builder | 3 | 4 | Overland vehicle build tracker: plan parts, organize by category, and share your rig via one link. | Overland | likely |
| CinemaConfig – Receiver Match tool | Compatibility | 3 | 3 | Scores AV receivers against your speaker layout (channels, impedance, estimated power, Atmos/eARC) from a product database. | Home theater | active |
| Clubnest AI Fishing Assistant | Photo → BOM | 3 | 4 | Upload a tackle photo → AI breaks the setup into simple parts (rod/reel/line/float/feeder/hook length) and explains each; also does fish-species ID. Junior/UK angler focus. | Fishing rod | active |
| FPV Builder App | Compatibility | 3 | 3 | FPV drone builder that checks part compatibility/wiring, estimates weight+thrust, and shows proven builds with affiliate buy links. | FPV drones | likely |
| GymScape | Personal builder | 3 | 3 | Free drag-drop home-gym room builder: enter dimensions, place 600+ real-brand items, see muscle-group coverage, share layouts with community. | Home gym setups | active |
| HomelabConfig.com | Personal builder | 3 | 3 | PCPartPicker-for-homelabs: pick chassis/board/CPU, validate PCIe lanes/form-factor/power, prebuilt configs, shareable/cloneable build links. | Home lab | active |
| Keyboard Part Picker | Personal builder | 3 | 3 | Custom mechanical keyboard build tool: add case/PCB/plate/switches/keycaps with layout+mounting compatibility notes, alternatives, and cost tracking across vendors. | Mechanical keyboards | active |
| LighterPack | Personal builder | 3 | 2 | Manual ultralight gear-list builder: type in items with weights, categorize, get base/worn/consumable totals, share a link. | Ultralight backpacking | active |
| MeltFlex | Photo → BOM | 3 | 4 | Upload a room photo → AI redesigns it with REAL shoppable furniture (IKEA/Amazon/Wayfair/etc.) each mapped to a real product + price. | Battlestations | active |
| MotoStaQ | Scan · text | 3 | 4 | Photo->motorcycle-part identification (name, fitment, condition, value) via Gemini, plus diagnose, build-advisor, and a used-parts marketplace. | Motorcycles | active |
| Packfire / Packflare | Personal builder | 3 | 3 | Pack-building tool with weight/price/base-weight calc plus the self-claimed largest online backpacking gear database; sharing + comments. | Ultralight backpacking | active |
| Packstack | Personal builder | 3 | 4 | Modern LighterPack alternative: gear inventory + packing lists with weight/price, plus a gear-research DB and AI trip research; web + iOS. | Ultralight backpacking | active |
| Pedalboard.app | DIY community | 3 | 3 | Build, customize, and share pedalboards from a large pedal library; explore others' boards. | Electric guitar rigs | active |
| PedalMap | Personal builder | 3 | 4 | Visual guitar pedalboard builder with power-budget calcs + PSU/cable recommendations, 8000+ pedal DB, and real-time neural audio preview. | Guitar pedalboards | active |
| PedalRig | Personal builder | 3 | 3 | Free browser pedalboard planner: add pedals, validate signal-chain order, tally current draw and price, generate a shopping list + share link. | Electric guitar rigs | active |
| Pedaltrain Pedalboard Plannermulti ×2 | Retailer builder | 3 | 2 | Pedaltrain's free planner: place 7000+ pedals from 480 brands on their boards, multi-board, connections, sticky notes; web + apps. | Electric guitar rigs, Guitar pedalboards | active |
| Precision Counter AI Bike Identifier | Scan · text | 3 | 2 | Upload a bike photo → AI returns brand, model, year, groupset/component level, frame material, and market value estimate. | Mountain biking | active |
| QuadPartPicker | Compatibility | 3 | 2 | FPV drone build planner that filters parts for mount/antenna/motor/prop compatibility across retailers and creates build lists. | FPV drones | active |
| Vinyl Engine | DIY community | 3 | 1 | Turntable/cartridge/tonearm database (1000+ arms, mounting/alignment data) plus resonance/compatibility calculators, protractors, and forum. | Turntable | active |
| VoltPlan | Personal builder | 3 | 4 | Free drag-and-drop 12V camper/RV/boat electrical designer with auto wire sizing, fuse ratings, solar layout, and diagram export. | Overland | active |
| Wireframe | Personal builder | 3 | 4 | Drag-and-drop 12/24/48V electrical system designer for vans/boats/RVs with auto wire+fuse sizing, safety checks, and BOM export. | Overland | active |
| WITB.co | Personal builder | 3 | 4 | 'What's In The Bag' gear manager: log your clubs, track equipment history over time, follow golfers, discover setups with analytics. | Golf club fitting | likely |
| AirsoftToolkit | Personal builder | 2 | 2 | Free web toolkit for airsoft players: loadout builder plus FPS calculator, game-day checklist, team splitter and 50+ small tools. | Airsoft | active |
| Anglr | Personal builder | 2 | 4 | Smart fishing companion: tackle-box/gear tracker + build-your-tackle, catch logging with auto weather/water conditions, plus AI fish-species ID. | Fishing rod | active |
| Archer's Advantage | Compatibility | 2 | 1 | Pro archery ballistics software: computes sight marks/tapes, arrow-shaft (spine) selection, and bow tuning from your exact setup. | Archery | active |
| ASTRONOMICAL Astro Rig Builder | Personal builder | 2 | 2 | Free interactive astro-rig builder (by 'The Telescope Man') to configure telescope/camera/mount in real-time 3D with payload calcs, FOV, and pricing. | Astrophotography | active |
| astronomy.tools | Compatibility | 2 | 2 | Astronomy calculators: CCD suitability, field-of-view simulator, and other spec calculators for matching camera/scope combos. | Astrophotography | active |
| Audio Advice – Home Theater Designer | Retailer builder | 2 | 3 | Retailer's home-theater room-design tool: input room dimensions and it plans speaker placement and recommends gear to buy. | Home theater | active |
| Bicycle Blue Book | Quote / valuation | 2 | 4 | Cycling industry's used-bike valuation authority: MSRP/private-party/trade-in values from 2M+ ML-analyzed sales, plus a marketplace. | Road | active |
| Bike Matrixmulti ×2 | Compatibility | 2 | 4 | B2B API/software that integrates into bike e-commerce stores to instantly show riders which parts fit their specific bicycle. | Urban, Motorcycles | active |
| BikeGarage.cc | DIY community | 2 | 3 | iOS bike app with a brand-sourced component database and a personal garage to record bikes/components. | Urban | likely |
| BuildMyPC.net | Personal builder | 2 | 2 | Free manual PC part-picker with compatibility filtering and price comparison across stores. | PC building | likely |
| comp.bike | Compatibility | 2 | 3 | AI-powered bike component compatibility checker (frame/groupset/wheel fit). | Road | likely |
| CompatiBike | Compatibility | 2 | 3 | Real-time bike parts compatibility checker across axle/BB/freehub/brake standards. | Road | likely |
| Crutchfield – SpeakerCompare / product | Retailer builder | 2 | 3 | Crutchfield's tools/content — SpeakerCompare lets you A/B simulate speaker sound and shop matching home-audio gear. | Home theater | active |
| Crutchfield fit guide + KitFinder | Retailer builder | 2 | 3 | Retailer vehicle-selector that returns what car stereo/speakers/kits fit your exact car and needed adapters. | Car audio builds | active |
| FishForge | Compatibility | 2 | 4 | Fishing combo builder: pick rod/reel/line and it checks real-time compatibility (type/size/line-rating), with side-by-side specs and guides. | Fishing rod | likely |
| Fitzi | Scan · text-less | 2 | 3 | AI app that photo-identifies gym machines/equipment and shows exercises for them, then builds workouts around what it saw. | Home gym setups | active |
| GearGrams | Personal builder | 2 | 2 | No-frills gear-library + trip-list weight calculator (worn/carried/consumable) spanning backpacking, hunting, climbing, biking. | Ultralight backpacking | likely |
| GearGrindr | Compatibility | 2 | 4 | Bicycle drivetrain compatibility calculator that computes cable-pull vs cog-pitch ratios so you can mix shifters/derailleurs/cassettes across brands. | Mountain biking | likely |
| Grin Technologies Motor Simulator | Compatibility | 2 | 1 | Detailed ebike motor/battery/controller performance simulator (ebikes.ca) modeling a chosen drivetrain combo. | E-bikes | active |
| Hoyt 3D Bow Builder | Retailer builder | 2 | 4 | Hoyt's high-fidelity 3D+AR bow configurator: mix risers/limbs/accessories with live weight and price. | Archery | active |
| KeebFinder | Personal builder | 2 | 4 | Custom keyboard builder / part finder that helps pick compatible keyboard components. | Mechanical keyboards | likely |
| keyb.io | DIY community | 2 | 1 | Mechanical-keyboard parts database / catalog and build reference (Geekhack-community project). | Mechanical keyboards | unknown |
| KnobsAI | Scan · text | 2 | 3 | iOS app that photographs a guitar pedal and uses AI to read/record its knob settings, storing them with audio clips; browse others' settings. | Guitar pedalboards | likely |
| MakerManifest | Influencer kit | 2 | 4 | Kit.co-style gear-list builder for creators: paste product URLs, curate a list, get one short affiliate link earning across Amazon/Howl/AWIN. | Battlestations | active |
| MakerWorld | DIY community | 2 | 4 | Bambu Lab's 3D-model marketplace/community with printable models, print profiles, and printer/material compatibility metadata. | 3D printers | active |
| mods.vorondesign.com | DIY community | 2 | 3 | Searchable, download-count-sortable index/gallery of community Voron printer mods (pulls the VoronUsers repo). | 3D printers | active |
| OnTarget2 | Compatibility | 2 | 1 | Pinwheel Software's archery ballistics/sight-tape + shaft-selector suite across Windows/Mac/iOS/Android. | Archery | active |
| pc-builder.io | Personal builder | 2 | 3 | Free manual PC configurator with real-time compatibility checking and multi-retailer price comparison. | likely | |
| pcbuilder.net | Personal builder | 2 | 3 | PCPartPicker-style manual PC build tool with compatibility checks, pricing, prebuilt/guided builds, and benchmarks. | PC building | active |
| PGAClubTracker.com | DIY community | 2 | 2 | 'IMDB for tour clubs': a browsable database of which exact clubs/shafts PGA Tour pros play, with history and popularity stats. | Golf club fitting | active |
| precisioncounter AI Bike Identifier | Scan · text-less | 2 | 2 | Free AI tool: upload bike photos to identify brand/model, components, frame material and estimated value with confidence + alternatives. | Mountain biking | active |
| RackDocs | DIY community | 2 | 3 | iOS app to photo-document your own Eurorack module faceplates with annotations, specs, and a shared community library (imports from ModularGrid). | Eurorack | active |
| Rackula | Personal builder | 2 | 2 | Open-source, client-side drag-and-drop rack layout designer for homelabbers to plan/document physical racks. | Home lab | active |
| Reef Trak | Personal builder | 2 | 3 | Reef management app: track parameters/dosing/livestock; add tank hardware, browse shared equipment catalog, log gear + expenses. | Reef tanks | active |
| Reefability | Scan · text-less | 2 | 4 | AI reef-keeping app: photo Tank Scan to ID organisms/pests, interpret ICP/DOC/microbiome data, chatbot; tracks equipment. | Reef tanks | active |
| RevZilla / Partzilla | Compatibility | 2 | 4 | Major motorcycle parts/gear retailers with year/make/model fitment filtering and OEM parts diagrams. | Motorcycles | active |
| SimRacingSetup.com Sim Rig Builder | Compatibility | 2 | 3 | Sim-rig builder (powered by Ready Set Sim) showing cross-brand compatibility, required adapters, live prices, and cheapest retailers. | Sim racing rigs | active |
| SkatePro / skatedeluxe / NHS / Skate Warehouse / Orchard / Zumiez complete builders | Retailer builder | 2 | 3 | Retailer 'build a complete skateboard' configurators that assemble deck+trucks+wheels+bearings from their own catalog. | Skateboards | active |
| SmallRig DreamRig | Retailer builder | 2 | 4 | SmallRig's own rig configurator to assemble/visualize a camera cage-and-accessory setup from its catalog. | Cinema | likely |
| SmallRig Finder | Retailer builder | 2 | 4 | A rig maker's compatibility finder: pick your camera and it returns compatible SmallRig cages, plates, and accessories. | Cameras | active |
| Stompbox Garden Pedalboard Planner | Personal builder | 2 | 3 | Free online pedalboard planner to design, organize, and share a board for guitar/bass/synth setups, no signup. | Guitar pedalboards | likely |
| TechFuel HQ | Personal builder | 2 | 2 | Browser homelab/PC calculators: PC builder with socket/PSU compat + shareable URL, budget builder, Docker RAM planner, PSU/cost calcs. | Home lab | active |
| Underpriced AI / ResellAI / Garage Sale AI | Quote / valuation | 2 | 4 | Photo→resale valuation apps for flippers: snap an item, get sold-comp prices, profit margins, demand, and one-click listings. | Ski | active |
| VORON build configurator | DIY community | 2 | 3 | Official Voron project pages/docs for open-source 3D-printer builds (models, BOMs, assembly manuals). | 3D printers | active |
| WeighMyGear | Personal builder | 2 | 2 | Backpack weight calculator built on a community gear-weight database with autocomplete, plus gear reviews and shopping links. | Ultralight backpacking | likely |
| wheelmulti ×2 | Compatibility | 2 | 3 | Wheel-Size.com developer API/database of OE + aftermarket wheel/tire fitment (PCD, offset, bolt pattern, bore) across 60k+ vehicles. | Cars, Overland | active |
| Wolf Tooth Bike Parts Finder | Compatibility | 2 | 3 | A component maker's fit tool: enter your bike/part and it returns which Wolf Tooth parts are compatible. | Mountain biking | active |
| AFAI | Scan · text-less | 1 | 3 | Aquaforest's AI aquarium assistant: photo issue-ID (algae/coral disease), ICP interpretation, dosing, and Aquaforest product recs. | Reef tanks | active |
| AI camera identifiers | AI baseline | 1 | 2 | imageidentifier.ai landing that identifies a camera from a photo and offers rough value/context. | Cinema | likely |
| AI Reef Cam | AI baseline | 1 | 3 | iOS reef photography app: blue-light filters, PAR meter, plus experimental AI marine-fish species ID. | Reef tanks | likely |
| AlignmentProtractor.com / proylaw / CMUSE tonearm resonance calculators | Compatibility | 1 | 2 | Web tonearm-cartridge resonance-frequency calculators and alignment-protractor generators. | Turntable | likely |
| archerycalculators.com | Compatibility | 1 | 2 | Free web arrow-spine and archery calculators (spine, FOC, KE) from generic inputs. | Archery | likely |
| Art of Skateboarding price guide + Mearto appraisal | Quote / valuation | 1 | 1 | Collector price guide (~34k skate items) plus Mearto expert appraisal service. | Skateboards | active |
| Audiogon Bluebook | Quote / valuation | 1 | 2 | Subscription hi-fi price guide: used market value/resale history for audio gear by model. | Turntable | active |
| Board of the World snowboard binding size finder | Compatibility | 1 | 3 | Snowboard binding size finder mapping boot size across brands, plus stance/board-size/width calculators. | Ski | likely |
| Bright Tangerine compatibility pages | Compatibility | 1 | 3 | Manufacturer's compatibility reference pages listing which cameras/lenses fit its matte boxes and accessories. | Cinema | likely |
| Camera Identifier | AI baseline | 1 | 2 | imageidentifier.ai page: upload a camera photo → AI names the likely camera model, with a value hint. | Cameras | active |
| CineD Lens Coverage Tool | Compatibility | 1 | 3 | Deterministic tool showing whether a given lens covers a given camera's sensor (image-circle vs sensor size). | Cinema | active |
| Curated / Powder7 / Switchback / Jans compat guides | Compatibility | 1 | 3 | Retailer/expert editorial articles explaining ski boot-binding compatibility and DIN. | Ski | active |
| Deckslog | DIY community | 1 | 3 | Skateboard graphics/deck-art archive and identification database with community 'deck detective' Q&A. | Skateboards | active |
| dincalculator.com | Compatibility | 1 | 3 | Free ISO 11088 ski-binding DIN release-setting calculator (plus ski/pole length calcs) from weight/height/BSL/age/skier type. | Ski | active |
| DiveMate / Diving Log 6.0 | Personal builder | 1 | 2 | Desktop/mobile dive-logbook software that logs dives and stores an equipment list manually. | Scuba | likely |
| DiverLog+ | Personal builder | 1 | 4 | Aqualung's scuba dive-logging app: record dives and manage/track your equipment inventory manually. | Scuba | active |
| EggRider V2 | Compatibility | 1 | 4 | Bluetooth ebike display + app that connects to and programs compatible (Bafang UART, etc.) motor controllers. | E-bikes | active |
| EM3ev / BMSBattery / GreenBikeKit compatibility guides + catalogs | DIY community | 1 | 2 | DIY ebike vendors' guides/catalogs explaining which motor/battery/controller parts work together. | E-bikes | likely |
| EM3ev / Lyen programming leads | Retailer builder | 1 | 2 | Vendor product pages for controller-programming leads and DIY ebike drive components. | E-bikes | likely |
| evo compatibility + DIN guides | Compatibility | 1 | 4 | Retailer guide content explaining ski boot-sole/binding compatibility and DIN, tied to evo's shop. | Ski | active |
| Fanatec Configurator | Retailer builder | 1 | 3 | Fanatec's brand configurator to build a compatible Fanatec sim-racing bundle. | Sim racing rigs | active |
| FishAngler | DIY community | 1 | 4 | Social fishing app: log catches, maps, weather, species info, and gear tracking within an angler community. | Fishing rod | active |
| Gold Tip Arrow Spine Selector | Compatibility | 1 | 3 | Manufacturer spine-selector: enter draw weight/length/point weight to get the correct Gold Tip arrow spine. | Archery | active |
| Hagerty Valuation Tools | Quote / valuation | 1 | 4 | Collector-car valuation/price-guide tool (values by make/model/condition), part of Hagerty insurance. | Cars | active |
| HifiShark | Quote / valuation | 1 | 2 | Aggregated used hi-fi listings search across marketplaces to gauge availability and asking prices by model. | Turntable | active |
| iDatalink Maestro | Compatibility | 1 | 2 | Vehicle-integration module + compatibility lookup for aftermarket radio replacement / remote start, retaining factory features. | Car audio builds | active |
| imageidentifier.aimulti ×3 | AI baseline | 1 | 2 | Template AI identifier pages ('what bicycle/keyboard/golf club is this') that name an item from a photo with rough value/context. | Urban, Golf club fitting +1 | likely |
| imageidentifier.ai – 'What speaker is this?' | AI baseline | 1 | 2 | Upload a photo and it names the speaker model with rough value notes. | Home theater | likely |
| KBB / NADA | Quote / valuation | 1 | 3 | Kelley Blue Book / NADA motorcycle (and vehicle) valuation guides. | Motorcycles | active |
| keeb | Quote / valuation | 1 | 4 | Keeb-Finder-family tool surfaced for battlestations; keyboard part finder with pricing/value context. | Battlestations | likely |
| Korf Audio Compliance/Effective Mass Calculator | Compatibility | 1 | 3 | Turntable calculator for tonearm effective mass / cartridge compliance resonance matching. | Turntable | likely |
| Logitech G Sim Racing Configurator | Retailer builder | 1 | 4 | Logitech G's configurator to build a sim-racing setup from Logitech gear. | Sim racing rigs | active |
| MakerStations.io | DIY community | 1 | 4 | Desk-setup / battlestation editorial site: curated desk tours and workspace inspiration with the gear each creator uses. | Battlestations | active |
| ModularGrid Marketplace + Reverb / Sweetwater Gear Exchange / Perfect Circuit | Quote / valuation | 1 | 3 | Used-gear marketplaces/exchanges where music-gear resale prices are set and discovered. | Eurorack | active |
| MotoLens AI | Scan · text-less | 1 | 4 | Photo->whole-motorcycle model identification (make/model/year + specs, 10k+ models) plus a buyer quiz. | Motorcycles | likely |
| MPB / KEH instant appraisal | Quote / valuation | 1 | 4 | Used-camera resellers' instant trade/sell quote tools: select your gear and get an immediate buy-price offer. | Cameras | active |
| NetBox devicetype | DIY community | 1 | 1 | Community-maintained YAML library of device-type templates (rack units, ports, power) for NetBox DCIM. | Home lab | active |
| Newegg Sim Racing Builder | Retailer builder | 1 | 3 | Newegg's own sim-racing configurator to assemble a rig from its catalog. | Sim racing rigs | active |
| Nyckel | AI baseline | 1 | 4 | General train-your-own image classification/recognition API platform with hundreds of pretrained classifiers (incl. gym-equipment and golf-brand ones). | Home gym setups | active |
| Nyckel Golf Club Brand Classifier | AI baseline | 1 | 3 | Pretrained image classifier that labels the golf-club brand in a photo via API. | Golf club fitting | active |
| PGA of America Value Guide | Quote / valuation | 1 | 3 | Official golf trade-in/resale value guide for 4000+ used club models across all major brands. | Golf club fitting | active |
| Printables / Thingiverse | DIY community | 1 | 3 | Massive repositories of downloadable 3D models with makes, remixes, tags, and community around printing. | 3D printers | active |
| Rockford Fosgate Woofer Wiring Wizard + Amp Wire Calculator + BoxWizard | Compatibility | 1 | 2 | Manufacturer calculators: subwoofer wiring diagrams by coil/impedance, amp wire gauge, enclosure box volume. | Car audio builds | active |
| SB Logbook / Subsurface | Personal builder | 1 | 2 | Dive-logging software (Subsurface is Linus Torvalds' open-source dive log) that tracks dives and can list/service-track equipment. | Scuba | active |
| ScubaBoard / VintageScuba forums | DIY community | 1 | 1 | Scuba discussion forums where members post photos to crowd-identify regulators/gear and discuss builds/service. | Scuba | active |
| Seabook | Personal builder | 1 | 3 | Scuba/fish-identifier app for logging dives and identifying marine life (fish finder), with gear/log features. | Scuba | likely |
| Sonic Electronix | Retailer builder | 1 | 2 | Car-audio retailer's learning-center subwoofer wiring wizard/diagrams and fit guidance to drive parts sales. | Car audio builds | active |
| StrongHomeGym | DIY community | 1 | 2 | Content site with a manually-curated master list/guides of which power-rack attachments are cross-compatible across rack brands. | Home gym setups | likely |
| TackleBoxApp | Personal builder | 1 | 3 | App to catalog and organize your fishing tackle/gear inventory manually. | Fishing rod | likely |
| the12volt.com / QualityMobileVideo Subwoofer Wiring Wizard | Compatibility | 1 | 1 | Interactive subwoofer impedance/wiring wizard (plus the12volt's vehicle wiring database/forum). | Car audio builds | active |
| TwoRepCave | DIY community | 1 | 2 | Home-gym content site publishing power-rack attachment compatibility master-lists and gear guides. | Home gym setups | likely |
| Vanlist | Quote / valuation | 1 | 3 | Kelley-Blue-Book-style fair-market valuation for camper vans, pulling Vanlife Trader sale data by make/model/upgrades. | Overland | active |
| Wiggle Hunt | Quote / valuation | 1 | 1 | Search engine aggregating new/used Eurorack module inventory and prices across global shops, updated daily. | Eurorack | active |
Threat rating = how directly + fully it competes with Spoken's whole stack. 5 = a working photo→BOM with traction · 4 = owns one pillar of its niche (PCPartPicker, ModularGrid) · 3 = a solid single-pillar tool · 2 = a partial / one-axis tool · 1 = tangential (valuation-only, generic AI). Click any row for the competition read, size, and notable signals. Source: incumbents surfaced during the per-niche research on /niches.