{"schemaVersion":"1.0","slug":"made-higgsfield-matched-output-cost-2026-09-23","title":"Made and Higgsfield: a matched-output cost comparison","kind":"historical-observational-accounting","observedAt":"2026-09-23","updatedAt":"2026-10-14","protocolFrozenAt":"2026-09-23T20:24:10.632Z","publicationReview":"unblinded","independentHumanQualityRatings":false,"summary":"Eighteen completed generations with matched named models, prompts, source files and measured native specifications. Made used $5.88 of historical wallet balance; Higgsfield used 123 credits, or $5.945 under the disclosed full-plan-utilization allocation.","sampling":{"cases":3,"attemptsPerCasePerPlatform":3,"platforms":["made","higgsfield"],"plannedRuns":18,"completedRuns":18,"failedRuns":0,"matchedNativePairs":9},"scope":"Same named model/version and exposed settings through general generators; not a comparison of proprietary native tool pipelines.","executionPolicy":"All three attempts retained, no prompt tuning or selective retries; failures remain in denominator. No seeds exposed on both platforms, so independent replicates. No resizing, speed changes, loops or upscaling can qualify unequal native output. Review proxies may scale equally and are labeled. Native-file geometry and stream metadata must be measured. Duration tolerance one native video frame; exact dimensions required within each case. Audio presence checked, fidelity unscored. Model backend build IDs and internal transformations are not exposed by Higgsfield.","exclusions":["Previous exploratory outputs","Native Shots upscaler: unspecified model and unequal source crops","Native Edit Text OCR workflow and Seedream model","Native Floating Fall hidden multi-step story"],"accounting":{"made":{"walletDebitCents":588,"fundingFeesIncluded":false,"basis":"Actual September 23, 2026 wallet debit; not a current Made credit conversion or plan price."},"higgsfield":{"creditsDebited":123,"paidInvoiceUSD":29,"invoiceDate":"2026-08-30","planCredits":600,"dashboardEquivalentUSD":4.92,"fullUtilizationAllocationUSD":5.945,"basis":"Assign the entire verified monthly invoice to all included credits, assuming every credit is used. Other plan benefits are unvalued. This allocation is not a separate payment."}},"evidence":{"made":"Prepared requests and job receipts reconciled against the wallet movement.","higgsfield":"Contemporaneous transcription of signed-in usage, subscription and paid invoice pages; originals remain private. Exact prompts were checked in visible asset details.","outputAudit":"All 18 original archived file hashes, image dimensions, video frames, duration and audio presence were rechecked locally on October 14, 2026.","madeApiAudit":{"date":"2026-10-14","method":"Authenticated read-only GET of the nine original job IDs","jobsVerified":9,"chargeCentsVerified":588},"sourceArtifacts":[{"name":"protocol.json","sha256":"152c6f561cb5020b614a5699bdc1be37b45f79b7ab249bdb32609d3f1df1f438","availability":"Private source archive; relevant fields extracted into this public dataset."},{"name":"made-runs.json","sha256":"c4d527dad7084474bca7b4f8f37162dfe2e4e34a878e1adee9b922344f6d3d0f","availability":"Private source archive; relevant fields extracted into this public dataset."},{"name":"higgsfield-runs.json","sha256":"846f3b026d3675c34b9b00c89064655b8a56b384e9454a24cd3a147af8dd1ab5","availability":"Private source archive; relevant fields extracted into this public dataset."},{"name":"higgsfield-usage-reconciliation.json","sha256":"938c1942f5cce2c607e8702301f1ceab49cbb044c8d4a86053dd04f68e859479","availability":"Private source archive; relevant fields extracted into this public dataset."}]},"limitations":["One source per task and three attempts per platform. This small convenience sample cannot establish a general price, failure-rate or quality advantage.","These are dated account charges, not current prices. Made used its then-current wallet. Higgsfield discounts and the specific paid plan affect the comparison.","The invoice allocation assumes all 600 credits are used and assigns no value to other subscription benefits. Made historical funding fees are excluded.","The review was unblinded and contains no independent human quality ratings, cost-per-usable-output result, latency comparison or statistical quality ranking.","Matching named models and visible settings does not verify hidden provider build IDs, preprocessing or random seeds.","The general generators were tested. Proprietary native tool pipelines and the earlier unmatched pilot are excluded.","Public media are scaled review copies. Native metadata and SHA-256 hashes refer to the preserved original downloads; private billing pages and original output files are not included in the public dataset."],"disclosures":["Made publishes this comparison of its own service. It is not an independent third-party evaluation.","All attempts are retained. No new generations were commissioned for this report."],"cases":[{"id":"shots","title":"Nine-view product grid","model":"nano-banana-2","settings":{"resolution":"4K","aspectRatio":"3:4","outputCount":1},"prompt":"Create a cinematic contact sheet from the reference image: exactly 9 photographs in an edge-to-edge 3 by 3 grid. Each cell must occupy exactly one third of the total width and one third of the total height. No gutters, borders, margins, text, numbers, captions or watermarks.\nShow the SAME subject and moment from nine distinct camera positions. Preserve the reference subject's identity, design, materials, wardrobe, surroundings, lighting and photographic style. Do not turn it into a drawing. Change only the camera position, framing and focal length. Do not invent a narrative or different subjects.\nRow 1: wide establishing view; medium view; close-up.\nRow 2: low angle; high angle; profile side view.\nRow 3: three-quarter view; reverse angle; extreme detail.\nAll nine cells must be fully filled photographs with clean straight divisions at exactly 1/3 and 2/3 of the image. The overall sheet is 3:4 and every cell is 3:4.","promptSha256":"400a8b264f3c764bce7b100f9f0102b4a233605ddd9880030c95c31f31eb71ee","input":{"url":"/research-media/made-higgsfield-matched-output-cost-2026-09-23/input-shots.jpg","sha256":"eedca22eefdfadd3cbb9f726deccfa5916daaaa53410bf8ada40308362fab022"},"requestedCriteria":["Exactly nine distinct photographic views in a 3x3 grid","Preserves the three original ceramic vessels, materials, setting and lighting","No captions, borders, extra products or missing cells"]},{"id":"text","title":"Poster headline correction","model":"nano-banana-2","settings":{"resolution":"2K","aspectRatio":"3:4","outputCount":1},"prompt":"Edit the supplied poster image. Replace ONLY the large headline \"CREATE WITH INTEND.\" with \"CREATE WITH INTENT.\". Keep the original line breaks and placement. Preserve the composition, origami shapes, blue and pink background, colors, lighting and all other existing text. Match the original white typography, font weight, spacing and texture. Fit the complete poster into a 3:4 portrait image without removing any existing content. Do not add captions, borders, watermarks, or a before/after layout. Return one complete edited image.","promptSha256":"e1575450d5f13f1203a790e289a402afc2150b9700cf69c213e55010a3f2a55d","input":{"url":"/research-media/made-higgsfield-matched-output-cost-2026-09-23/input-text.webp","sha256":"18f0d2771e524b7e17c0ad6b227c45919ba1291e3ba276daeda668fd7f3d44f9"},"requestedCriteria":["Headline reads CREATE WITH INTENT.","Preserves headline placement and recognizable typography","Preserves all other visible text and poster artwork"]},{"id":"effects","title":"Twelve-second floating video","model":"wan-3-0-prime-reference","settings":{"resolution":"720p","aspectRatio":"9:16","durationSeconds":12,"outputCount":1,"mode":"reference"},"prompt":"Create a 12-second photorealistic video using Image 1 as the sole visual reference. Preserve the same man, face, rust overshirt, white T-shirt, green trousers, coffee cup, cafe interior and lighting. Use one continuous shot with no cuts. For the first 3 seconds he stands naturally holding the cup. From 3 to 9 seconds gravity gently slows and he leans backward into a controlled, graceful horizontal float; his clothing and coffee cup follow believable slow motion. The camera smoothly tracks him and keeps his whole body visible. From 9 to 12 seconds he remains safely suspended above the cafe floor. Keep the same location throughout. No collision, ground impact, injury, extra people, inserted products, captions, logos, dialogue or music. Include quiet cafe ambience.","promptSha256":"ddba940ddcd6c7b525c0000c459bae967f35f0d9cee894f7bfb6b86a0c59e41f","input":{"url":"/research-media/made-higgsfield-matched-output-cost-2026-09-23/input-effects.webp","sha256":"e90028dcc34357158736105ed613c88cd6ec0da97ee0b800a81197e0d7da8ea4"},"requestedCriteria":["Same character, clothing, cup and cafe throughout","One continuous shot; visible backward float and suspended ending","12-second portrait 720p delivery with audio; no collisions, inserted products or cuts"]}],"runs":[{"id":"made-shots-1","platform":"made","caseId":"shots","attempt":1,"status":"succeeded","quoted":{"amount":16,"unit":"USD cents (historical wallet)"},"charged":{"amount":16,"unit":"USD cents (historical wallet)"},"nativeOutput":{"sha256":"354fc2f9639b0d6c1aa53a5b3b771a016dc7a7f12e186a2fbb0ef2fb0645548c","bytes":23836937,"width":3584,"height":4800,"availability":"Preserved privately; published review copy is re-encoded."},"reviewOutput":{"url":"/research-media/made-higgsfield-matched-output-cost-2026-09-23/made-shots-1-review.webp","sha256":"4b7ba5cd6f170ec643918db0c7fa896b0fb052665ab3a14b4289ec20bfa57546","width":1200,"height":1607}},{"id":"higgsfield-shots-1","platform":"higgsfield","caseId":"shots","attempt":1,"status":"succeeded","quoted":{"amount":3,"unit":"Higgsfield credits"},"charged":{"amount":3,"unit":"Higgsfield credits"},"nativeOutput":{"sha256":"60d27c3a54e191e55361636a79fa4146d6f41ddb79af69e67a0e3a6e055efbc8","bytes":17765481,"width":3584,"height":4800,"availability":"Preserved privately; 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