# Emergent Prosumer: Problem-first research in the Machine Relations Index

Canonical URL: https://machinerelations.ai/index/categories/emergent-prosumer/problem_first
Release mri_score_v2.0+2026-09-18+8fa38e54dd0a; methodology mri_score_v2.0; generated 2026-09-18; window 2026-05-10 to 2026-09-18; artifact 8fa38e54dd0a.

This is the public leaderboard for the exact Emergent Prosumer / Problem-first research segment. Rates use the segment denominator only: 101 observed runs across 7 dates.

| Rank | Source | Source role | Citation rate | Cited runs | Observed runs | Run dates | Confidence |
|---|---|---|---:|---:|---:|---:|---|
| #1 of 162 | [Reddit](https://machinerelations.ai/index/domains/reddit.com) | Community and social platform | 22.77% | 23 | 101 | 7 | Unavailable |
| #2 of 162 | [Alibaba.com](https://machinerelations.ai/index/domains/alibaba.com) | Other observed source | 11.88% | 12 | 101 | 7 | Unavailable |
| #3 of 162 | [YouTube](https://machinerelations.ai/index/domains/youtube.com) | Search or media platform | 10.89% | 11 | 101 | 7 | Unavailable |
| #4 of 162 | [Exspenditure.com](https://machinerelations.ai/index/domains/exspenditure.com) | Other observed source | 9.90% | 10 | 101 | 7 | Unavailable |
| #5 of 162 | [Goodiesrc.com](https://machinerelations.ai/index/domains/goodiesrc.com) | Other observed source | 9.90% | 10 | 101 | 7 | Unavailable |
| #6 of 162 | [Diysolarforum.com](https://machinerelations.ai/index/domains/diysolarforum.com) | Other observed source | 8.91% | 9 | 101 | 7 | Unavailable |
| #7 of 162 | [Ecowised.com](https://machinerelations.ai/index/domains/ecowised.com) | Other observed source | 8.91% | 9 | 101 | 7 | Unavailable |
| #8 of 162 | [Anernstore.com](https://machinerelations.ai/index/domains/anernstore.com) | Other observed source | 6.93% | 7 | 101 | 7 | Unavailable |
| #9 of 162 | [Batteryskills.com](https://machinerelations.ai/index/domains/batteryskills.com) | Other observed source | 6.93% | 7 | 101 | 7 | Unavailable |
| #10 of 162 | [Ecoflow.com](https://machinerelations.ai/index/domains/ecoflow.com) | Other observed source | 6.93% | 7 | 101 | 7 | Unavailable |
| #11 of 162 | [Itechworld.com.au](https://machinerelations.ai/index/domains/itechworld.com.au) | Other observed source | 5.94% | 6 | 101 | 7 | Unavailable |
| #12 of 162 | [Lanpwr.com](https://machinerelations.ai/index/domains/lanpwr.com) | Other observed source | 5.94% | 6 | 101 | 7 | Unavailable |
| #13 of 162 | [Mydroneauthority.com](https://machinerelations.ai/index/domains/mydroneauthority.com) | Other observed source | 5.94% | 6 | 101 | 7 | Unavailable |
| #14 of 162 | [Poweranytimeanywhere.com](https://machinerelations.ai/index/domains/poweranytimeanywhere.com) | Other observed source | 5.94% | 6 | 101 | 7 | Unavailable |
| #15 of 162 | [Prismopicks.com](https://machinerelations.ai/index/domains/prismopicks.com) | Other observed source | 5.94% | 6 | 101 | 7 | Unavailable |
| #16 of 162 | [Jackery.com](https://machinerelations.ai/index/domains/jackery.com) | Other observed source | 4.95% | 5 | 101 | 7 | Unavailable |
| #17 of 162 | [Powerstationpick.com](https://machinerelations.ai/index/domains/powerstationpick.com) | Other observed source | 4.95% | 5 | 101 | 7 | Unavailable |
| #18 of 162 | [Ruko.net](https://machinerelations.ai/index/domains/ruko.net) | Other observed source | 4.95% | 5 | 101 | 7 | Unavailable |
| #19 of 162 | [Tycorun.com](https://machinerelations.ai/index/domains/tycorun.com) | Other observed source | 4.95% | 5 | 101 | 7 | Unavailable |
| #20 of 162 | [Uavmodel.com](https://machinerelations.ai/index/domains/uavmodel.com) | Other observed source | 4.95% | 5 | 101 | 7 | Unavailable |
| #21 of 162 | [Udpwr.com](https://machinerelations.ai/index/domains/udpwr.com) | Other observed source | 4.95% | 5 | 101 | 7 | Unavailable |
| #22 of 162 | [Adobe.com](https://machinerelations.ai/index/domains/adobe.com) | Vendor-owned source | 3.96% | 4 | 101 | 7 | Unavailable |
| #23 of 162 | [Hiredronepilot.uk](https://machinerelations.ai/index/domains/hiredronepilot.uk) | Other observed source | 3.96% | 4 | 101 | 7 | Unavailable |
| #24 of 162 | [Hoverair.com](https://machinerelations.ai/index/domains/hoverair.com) | Other observed source | 3.96% | 4 | 101 | 7 | Unavailable |
| #25 of 162 | [Offsetsolar.com](https://machinerelations.ai/index/domains/offsetsolar.com) | Other observed source | 3.96% | 4 | 101 | 7 | Unavailable |
| #26 of 162 | [Thedronestop.com](https://machinerelations.ai/index/domains/thedronestop.com) | Other observed source | 3.96% | 4 | 101 | 7 | Unavailable |
| #27 of 162 | [Topodcpower.com.au](https://machinerelations.ai/index/domains/topodcpower.com.au) | Other observed source | 3.96% | 4 | 101 | 7 | Unavailable |
| #28 of 162 | [Ugreen.com](https://machinerelations.ai/index/domains/ugreen.com) | Other observed source | 3.96% | 4 | 101 | 7 | Unavailable |
| #29 of 162 | [Videomaker.com](https://machinerelations.ai/index/domains/videomaker.com) | Other observed source | 3.96% | 4 | 101 | 7 | Unavailable |
| #30 of 162 | [Yahoo](https://machinerelations.ai/index/domains/yahoo.com) | Editorial publication | 3.96% | 4 | 101 | 7 | Unavailable |
| #31 of 162 | [65drones.com](https://machinerelations.ai/index/domains/65drones.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #32 of 162 | [Actionpro.in](https://machinerelations.ai/index/domains/actionpro.in) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #33 of 162 | [Advanceautoparts.com](https://machinerelations.ai/index/domains/advanceautoparts.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #34 of 162 | [Aovoltbattery.com](https://machinerelations.ai/index/domains/aovoltbattery.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #35 of 162 | [Argos-support.co.uk](https://machinerelations.ai/index/domains/argos-support.co.uk) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #36 of 162 | [Discovercameras.com](https://machinerelations.ai/index/domains/discovercameras.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #37 of 162 | [Drone24.best](https://machinerelations.ai/index/domains/drone24.best) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #38 of 162 | [Dronetrest.com](https://machinerelations.ai/index/domains/dronetrest.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #39 of 162 | [Endless-sphere.com](https://machinerelations.ai/index/domains/endless-sphere.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #40 of 162 | [Filmandlearning.com](https://machinerelations.ai/index/domains/filmandlearning.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #41 of 162 | [Hitpaw.com](https://machinerelations.ai/index/domains/hitpaw.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #42 of 162 | [Ifixit.com](https://machinerelations.ai/index/domains/ifixit.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #43 of 162 | [Large-battery.com](https://machinerelations.ai/index/domains/large-battery.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #44 of 162 | [Manlybattery.com](https://machinerelations.ai/index/domains/manlybattery.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #45 of 162 | [Nexttools.net](https://machinerelations.ai/index/domains/nexttools.net) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #46 of 162 | [Prestonkanak.com](https://machinerelations.ai/index/domains/prestonkanak.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #47 of 162 | [Sony-asia.com](https://machinerelations.ai/index/domains/sony-asia.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #48 of 162 | [Stackexchange.com](https://machinerelations.ai/index/domains/stackexchange.com) | Community and social platform | 2.97% | 3 | 101 | 7 | Unavailable |
| #49 of 162 | [Studiobinder.com](https://machinerelations.ai/index/domains/studiobinder.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #50 of 162 | [Techsmith.com](https://machinerelations.ai/index/domains/techsmith.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #51 of 162 | [Uti.edu](https://machinerelations.ai/index/domains/uti.edu) | Academic and government source | 2.97% | 3 | 101 | 7 | Unavailable |
| #52 of 162 | [Volt-vanguard.com](https://machinerelations.ai/index/domains/volt-vanguard.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #53 of 162 | [Voltenest.com](https://machinerelations.ai/index/domains/voltenest.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #54 of 162 | [Wondershare.com](https://machinerelations.ai/index/domains/wondershare.com) | Other observed source | 2.97% | 3 | 101 | 7 | Unavailable |
| #55 of 162 | [Ankersolix.com](https://machinerelations.ai/index/domains/ankersolix.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #56 of 162 | [Bonnenbatteries.com](https://machinerelations.ai/index/domains/bonnenbatteries.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #57 of 162 | [Broadwayinfosys.com](https://machinerelations.ai/index/domains/broadwayinfosys.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #58 of 162 | [Cameramint.com](https://machinerelations.ai/index/domains/cameramint.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #59 of 162 | [Digitalcameraworld.com](https://machinerelations.ai/index/domains/digitalcameraworld.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #60 of 162 | [Discoverbattery.com](https://machinerelations.ai/index/domains/discoverbattery.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #61 of 162 | [Dji.com](https://machinerelations.ai/index/domains/dji.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #62 of 162 | [Digital Photography Review](https://machinerelations.ai/index/domains/dpreview.com) | Editorial publication | 1.98% | 2 | 101 | 7 | Unavailable |
| #63 of 162 | [Dronehundred.com](https://machinerelations.ai/index/domains/dronehundred.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #64 of 162 | [Dronevisionstore.com](https://machinerelations.ai/index/domains/dronevisionstore.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #65 of 162 | [Expertphotography.com](https://machinerelations.ai/index/domains/expertphotography.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #66 of 162 | [Facebook.com](https://machinerelations.ai/index/domains/facebook.com) | Community and social platform | 1.98% | 2 | 101 | 7 | Unavailable |
| #67 of 162 | [Fpvfrenzy.com](https://machinerelations.ai/index/domains/fpvfrenzy.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #68 of 162 | [Freshdesk.com](https://machinerelations.ai/index/domains/freshdesk.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #69 of 162 | [Getfpv.com](https://machinerelations.ai/index/domains/getfpv.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #70 of 162 | [Insta360.com](https://machinerelations.ai/index/domains/insta360.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #71 of 162 | [Nikonusa.com](https://machinerelations.ai/index/domains/nikonusa.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #72 of 162 | [Oupes.com](https://machinerelations.ai/index/domains/oupes.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #73 of 162 | [Outbax.com.au](https://machinerelations.ai/index/domains/outbax.com.au) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #74 of 162 | [Postbreaker.com](https://machinerelations.ai/index/domains/postbreaker.com) | Editorial publication | 1.98% | 2 | 101 | 7 | Unavailable |
| #75 of 162 | [Powerready.co](https://machinerelations.ai/index/domains/powerready.co) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #76 of 162 | [Powerspecshub.com](https://machinerelations.ai/index/domains/powerspecshub.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #77 of 162 | [Px4.io](https://machinerelations.ai/index/domains/px4.io) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #78 of 162 | [Scienceinsights.org](https://machinerelations.ai/index/domains/scienceinsights.org) | Market and company database | 1.98% | 2 | 101 | 7 | Unavailable |
| #79 of 162 | [Skywardwings.com](https://machinerelations.ai/index/domains/skywardwings.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #80 of 162 | [Stablecamera.com](https://machinerelations.ai/index/domains/stablecamera.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #81 of 162 | [Sustainablemaintainance.com](https://machinerelations.ai/index/domains/sustainablemaintainance.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #82 of 162 | [Thewearify.com](https://machinerelations.ai/index/domains/thewearify.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #83 of 162 | [Wikipedia](https://machinerelations.ai/index/domains/wikipedia.org) | Academic and government source | 1.98% | 2 | 101 | 7 | Unavailable |
| #84 of 162 | [Wisephotographer.com](https://machinerelations.ai/index/domains/wisephotographer.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #85 of 162 | [Yttalk.com](https://machinerelations.ai/index/domains/yttalk.com) | Other observed source | 1.98% | 2 | 101 | 7 | Unavailable |
| #86 of 162 | [Zendesk.com](https://machinerelations.ai/index/domains/zendesk.com) | Vendor-owned source | 1.98% | 2 | 101 | 7 | Unavailable |
| #87 of 162 | [Aai-drones.com](https://machinerelations.ai/index/domains/aai-drones.com) | Other observed source | 0.99% | 1 | 101 | 7 | Unavailable |
| #88 of 162 | [Acvl.org](https://machinerelations.ai/index/domains/acvl.org) | Other observed source | 0.99% | 1 | 101 | 7 | Unavailable |
| #89 of 162 | [Aiarty.com](https://machinerelations.ai/index/domains/aiarty.com) | Other observed source | 0.99% | 1 | 101 | 7 | Unavailable |
| #90 of 162 | [Amazon.com](https://machinerelations.ai/index/domains/amazon.com) | Editorial publication | 0.99% | 1 | 101 | 7 | Unavailable |
| #91 of 162 | [Ameblo.jp](https://machinerelations.ai/index/domains/ameblo.jp) | Other observed source | 0.99% | 1 | 101 | 7 | Unavailable |
| #92 of 162 | [Analog.com](https://machinerelations.ai/index/domains/analog.com) | Other observed source | 0.99% | 1 | 101 | 7 | Unavailable |
| #93 of 162 | [Autotrader.co.uk](https://machinerelations.ai/index/domains/autotrader.co.uk) | Other observed source | 0.99% | 1 | 101 | 7 | Unavailable |
| #94 of 162 | [Bateriapower.com](https://machinerelations.ai/index/domains/bateriapower.com) | Other observed source | 0.99% | 1 | 101 | 7 | Unavailable |
| #95 of 162 | [Batteryessence.com](https://machinerelations.ai/index/domains/batteryessence.com) | Other observed source | 0.99% | 1 | 101 | 7 | Unavailable |
| #96 of 162 | [Bestbuy.com](https://machinerelations.ai/index/domains/bestbuy.com) | Other observed source | 0.99% | 1 | 101 | 7 | Unavailable |
| #97 of 162 | [Beverlyboy.com](https://machinerelations.ai/index/domains/beverlyboy.com) | Other observed source | 0.99% | 1 | 101 | 7 | Unavailable |
| #98 of 162 | [Cameraguidepro.com](https://machinerelations.ai/index/domains/cameraguidepro.com) | Other observed source | 0.99% | 1 | 101 | 7 | Unavailable |
| #99 of 162 | [Cameraprops.com](https://machinerelations.ai/index/domains/cameraprops.com) | Other observed source | 0.99% | 1 | 101 | 7 | Unavailable |
| #100 of 162 | [Campernation.co.uk](https://machinerelations.ai/index/domains/campernation.co.uk) | Other observed source | 0.99% | 1 | 101 | 7 | Unavailable |

## Citation

Emergent Prosumer / Problem-first research: 162 observed source domains in the leaderboard, 2026-05-10 to 2026-09-18, mri_score_v2.0, mri_score_v2.0+2026-09-18+8fa38e54dd0a, https://machinerelations.ai/index/categories/emergent-prosumer/problem_first.