• Nizami CoffeeWeb app
  • Roast HarnessDesktop & AI apps

Build your coffee roasting operation.

AI for in-house and home coffee roasting.

Add to

  1. Aden-1
  2. Proven
  3. Roast Harness app

Introducing Aden

The frontier of automated coffee roasting.

Aden is a series of models trained to roast coffee. You provide the hands; Aden provides the knowledge.

Most of specialty coffee's value is added after export. Roasters paid $3.64 to $5.68 a pound for green coffee;1 a café buying it roasted pays a median $12.85,2 and a coffee drinker $35.10.3 Of surveyed businesses that roast their own, 93% sell it under their own brand, and 72% added revenue.4 Some roasters now need no venting at all,4 but a roaster still takes a year or more to train.5 Websites once took a developer; now 41% of new small-business sites are made with DIY builders.6 Aden does that for roasting: stay in control of every detail, or learn as you go with a safety net.

Benchmarked against Claude Opus 5.5, GPT-6 Luna, DeepSeek V4 Flash and Qwen3.8 27B on roasting and cupping.

1 Wienhold & Roberts, 2025, Table 5. 2 Fresh Cup, Oct 2026. 3 SCRPI, Q3 2026. 4 Bellwether, Oct 2026. 5 Royal Coffee NY, 2025. 6 Clutch, Aug 2025.

Inputs

  • Green coffeeGuji UragaWashed · 2,100 m
  • RoasterBullet R1650 g batch
  • Cup goalBright, sweetFor filter
  • Past roasts3 logged
  • Your cupping“Thin shots”More body?
Aden-1

Outputs

Light filter

Guji Uraga · R1

Ready to run
  1. 0:00Charge at 356 °F
  2. Heater 7, fan 3, drum 9
  3. 4:00Fan 4
  4. 7:00Heater 6
  5. 8:20Heater 5
  6. 8:40Fan 5
  7. 10:10Drop

Drying 41%Maillard 39%DevelopmentDev 20%

Branch out

Espresso

How can I change this for espresso?

  1. 0:00–8:20Heater7 · 6 · 58 · 7 · 6
  2. FC8:107:37−33 s
  3. Drop10:1010:20+10 s
  4. Dev2:00 · 20%2:43 · 26%

Cupping

Estimated · CVA

93.44/ 100

  • Acidity8.25
  • Fragrance8
  • Aroma8

Flavor notes

  • jasmine
  • white peach
  • bergamot
  • honey

Description

Light filter

“Bright and lifted, jasmine first, a lighter body.”

  1. Aden-1
  2. Proven
  3. Roast Harness app

Roast with confidence with the best roasting AI anywhere.

Coffee roasting is a niche the AI labs neglect: their attention is on coding, health, legal and business. So Nizami Coffee built two benchmarks from Roast Harness's real work, and on them, proprietary models carry over to roasting better than open-source ones.

of five models on roasting and cupping
1st
from a target curve, on average
1.2 °F
a new coffee, against a consultant's $475
$0.13

Scores · two benchmarks

Aden-1 leads both benchmarks.

Aden-1, Claude Opus 5.5, GPT-6 Luna, DeepSeek V4 Flash, Qwen3.8 27B on Roast Harness's internal benchmarks
ModelRoastingout of 100Cupping0 to 1
Aden-1Nizami Coffee78.6 (top score)0.618 (top score)
Claude Opus 5.5Anthropic63.10.552
GPT-6 LunaOpenAI55.40.509
DeepSeek V4 FlashDeepSeekOpen weights44.20.478
Qwen3.8 27BAlibaba CloudOpen weights36.90.431
Aden-1's roasting lead over Claude Opus 5.5
+15.5
Aden-1's cupping lead over Claude Opus 5.5
+0.066

Curve hitting · one target

Aden-1 lands closest to the target.

Given
Coffee: Guji Uraga, washed
Roaster: Bullet R1 · 650 g
Goal: Light, for filter
Charge: 356 °F
  • Target
  • Aden-1
  • The others
200°F300°F400°F
First crack
  • Target
  • Aden-1
  • The others
Heater
0:002:004:006:008:0010:0012:00
Gap
Bean temperature on the target and in each model's run of its program on a test roaster, its heater below. Gap is the average distance from the target, charge to drop.
Aden-1 is in focus.

Free roast · not scored

Five models, five roasts of one coffee.

Guji Dimtu G1 Natural. Heirloom from 2,150 m at Dimtu Wate Station, West Guji, Ethiopia, dried in the cherry; cupped 86.75 for lavender, grape and peach. Green, $4.63/lb; roasted, $19–26 a 12 oz bag.

The task: given its origin, not its cup notes: “Roast this coffee as you think best.”

Aden-1 said: “That's a bright, sweet cup, not a dark one.”

200°F300°F400°F
First crack 6:58
Charge 385°FTurning point 1:08
Aden-1OpusLunaDeepSeekQwen
RoR
020
Eases to 6°F/min by the drop
°F/
min
Phases
Drying 33%Maillard 30%Development 37%Drop 435°F
0:002:004:006:008:0010:0012:00

Every roastDarker than its aimSmooth RoR8–12 minEach roasted darker than it said it would. Aden-1 “bright” → Medium-dark · Opus light-medium → Dark · Luna light-medium → Medium-dark · DeepSeek medium-light → Medium-dark · Qwen light-medium → Medium. RoR eased from its peak to the drop with no stall, crash or flick, Rao's first rule (“control and smooth your RORs”). Kornman argues a steady decline suits some coffees and styles, not all. Each dropped inside the 8–12 min the SCA's cupping protocol sets for a sample roast. Aden-1 11:00 · Opus 10:30 · Luna 9:30 · DeepSeek 10:45 · Qwen 11:30.

DefectIts own aimSpecialty viewSound practiceFC at 385°F
Bean temperature in each model's own roast of one coffee on a test roaster, its charge, program and drop its choice, with the focused roast's rate of rise and phases under it and each roast read against roasting sources and its own aim. Nothing is scored.

Pricing · one new coffee

A new coffee costs $0.13 with Aden-1, $475 with a consultant.

$0.50$1$1.50$2$0.13$1.50$0.05$0.15$0.48$4753,800× Aden-1Aden-1ClaudeOpus 5.5GPT-6LunaDeepSeekV4 FlashQwen3.827BRoastingconsultant
One new coffee's program and cup estimate, in US dollars
WhoCostThinking
Aden-1$0.1357%
Claude Opus 5.5$1.5028%
GPT-6 Luna$0.0563%
DeepSeek V4 Flash$0.1564%
Qwen3.8 27B$0.4881%
Roasting consultant$475none
Estimated for one new coffee's program and cup, as the savings calculator counts it, thinking included. Aden-1 at Roast Harness's credits, the others by the tokens each spent on the free roast at list prices checked October 22, 2026, a consultant at the calculator's fees.
  1. Aden-1
  2. Proven
  3. Roast Harness app

Roast Harness app

  1. Its origin, process, altitude, harvest age, stock and your notes on one page, with 5,405 more green coffees a ⌘K away.

  2. Describe the cup for your menu. Aden writes the roast for your roaster, simulates the curve and estimates the cup before anyone spends a bean.

  3. A profile for each drink on your menu, a light filter and an espresso, each a press of play for whoever roasts.

Hours are our estimate, for a café roasting 40 lb a week. Screens from the Roast Harness desktop app with a demo library; curves are from its fitted Bullet R1 simulator, not a real roaster, and the cup is an estimate, not a cupping.

A coffee's page: Ethiopia Guji Uraga, washed, grown at 2,100 masl in Guji, harvested December 2025 and ten months old, 6.4 of 11 lb in stock, heirloom; jasmine, bergamot and white peach; roast intent filter, light; and the tops of its cupping scores, 86.5, and flavor profile.
5,405more green coffees, a ⌘K away
The roast card it answers with: a projected roast curve marked simulated, the heater, fan and drum settings over time, and expected results, with first crack at 7:14 and the drop at 10:10.

What should we roast today?

The inventory: the Ethiopia Guji Uraga, 6.4 lb on hand, with two profiles, Uraga light filter and Uraga espresso, each with a run button.

A manager's month

Your handsHanded backTile 15 min

  • Choosing the green3¾ h→¼ h3 hours 45 minutes by hand, 15 minutes with Roast Harness
  • Dialing it in3¼ h→½ h3 hours 15 minutes by hand, 30 minutes with Roast Harness

13 new coffees a year

7 h → ¾ h6¼ h handed back

A roaster's month

Your handsHanded backTile 15 min

  • Running roasts30 h→8 h30 hours by hand, 8 hours with Roast Harness
  • Tasting and revisions6½ h→¾ h6 hours 30 minutes by hand, 45 minutes with Roast Harness

120 batches a month

36½ h → 8¾ h27¾ h handed back

An owner's month

Your handsHanded backTile 15 min

  • Roast logs6 h→2 h6 hours by hand, 2 hours with Roast Harness
  • Stock and roast days2¼ h→¾ h2 hours 15 minutes by hand, 45 minutes with Roast Harness

120 batches a month

8¼ h → 2¾ h5½ h handed back

fig. 1 · a coffee's page, its origin and roast intent, beside the catalog

Multi-roaster mastery.

Aden has mastered the underlying physics of roasting and can use any roaster, even ones yet to be released. Many industrial and modern small-scale roasters can be run by software, and on those Roast Harness runs the whole roast, so you never touch a dial. Check yours in the finder below.

  • Expert roasts, no experience needed

    Aden roasts to a professional standard from the first batch. Load the beans, stay with the machine and clean it when it's done.

  • Flavor analysis

    See what a green coffee can taste like before you buy it, so you buy only what you need and roast it to its best.

  • Move roasts between roasters

    Import roasts from other machines, adapt them to new hardware or keep several roasters roasting alike.

Find your roaster

70 supported roasters from 36 makers. Search by maker or model to check yours.

See all 70 roasters
Aillio
Bullet R1, Bullet R2
Atilla
GOLD plus 7″ II
BeanGo
Cube X
Berto
Autonics Control, Essential
Besca
BSC
Caparao
Prime Line
Carmomaq
Caloratto 2.0, Masteratto 2.0, Speciatto 2.0, Stratto 2.0, Stratto Lab
Coffed
SR3, SR5, SR15, SR25, SR60
Coffee Machines Sale
CMS-1, CMS-6-30
Coffee-Tech
FZ94 EVO, Ghibli Touch, Silon Touch
Coffeetool
R
Cogen
Series C
Diedrich
CR, DR
Giesen
W1A, W1E, W6A, W6A PRO, W6E, W15A, W15E, W30A, W30A PRO, W45A, W60A, W140A, WPG, WPE
Hottop
KN-8828B-2K+
IMF
RM
Joper
PLC
Kaleido
Sniper
Kirsch+Mausser
PLC control
Kuban
Supreme
Mill City Roasters
Digital Control Panel
NOR
A Series
Nordic
PLC
Orbiter
OB-1
Pratter
PLC
Primo
Xr
Prisma
PLC
Probat
G / UG, P Series III, Probatone, Sample Roaster
Prometheus
Ignis
Santoker
Cube, Q + X Series, R Master Series
Sivetz
SRM
Sweet Coffee Italia
Gemma 2IND, Gemma 6-8IND, Gemma 26-30IND
Toper
TKM-SX
Twino
Ozstar
Yoshan
YS
iRm Series
PLC

What it saves

Your coffee
Roasted coffee you use a week4012345678900123456789 lb
5255075100125150
Price you pay for roasted, per pound$1012345678920123456789.0012345678900123456789
810152024

+$10123456789,701234567891012345678990123456789/mo profit· $834 saved

Each month, compared with buying roasted

+$1,719+$10123456789,701234567891012345678990123456789/mo added profitadded profit a month once running, projected:

$834$801234567893012345678940123456789 saved+plus$885$801234567898012345678950123456789 potential earnings

Pays off
month 6month 60123456789month 4 with bagsCovers the roaster, its outlet, exhaust, permits, upkeep kit and a bagging kit: $4,841 up front, from what you save.
5-year return
+2,012%+20123456789,001234567891012345678920123456789%: +$97,406 in five years, potential earnings included
Up front
$4,841$40123456789,801234567894012345678910123456789
$ per drink
The coffee in an 18 g double shot: bought, $0.48$00123456789.4012345678980123456789→with Roast Harness, upkeep and credits included, $0.29$00123456789.2012345678990123456789
−$100K−$75K−$50K−$25K$0$25K$50K$75K$100KTodayYear 1Year 2Year 3Year 4Year 5Roast Harness+$97.4KTraditional−$26.3Kno payoff in 5 yrsBuy roasted, $0Paid off · month 6$4.8K up front; month 4 with bags
  • Roast Harness
  • Traditional
  • Buy roasted, $0
  • Potential earnings
Five years of each way of roasting against buying roasted: what it has saved plus what it could have earned, month by month.
Running total against buying roasted, saved plus potential earnings, at each year's end
YearUse Roast HarnessTraditional set-up
Year 1+$14,901, return +308%−$11,548, return −166%
Year 2+$35,527, return +734%−$15,246, return −219%
Year 3+$56,153, return +1,160%−$18,944, return −272%
Year 4+$76,780, return +1,586%−$22,642, return −325%
Year 5+$97,406, return +2,012%−$26,340, return −378%
Paid offmonth 6Not within five years

Assumptions

Send us your numbers and we'll help you size the setup.

Email these numbers
Roaster
Entry commercialEntry commercial$3,066 + $700 for its own outlet$30123456789,001234567896012345678960123456789 + $701234567890012345678900123456789 for its own outlet
Exhaust
Wall vent, $200Wall vent, $201234567890012345678900123456789$0 if you already vent$00123456789 if you already vent
Green coffee
$5.50 a lb$50123456789.5012345678900123456789 a lbin full sacksin full sacks
Roasting
37 batches a week3012345678970123456789 batches a week10 of 10 slow hours1012345678900123456789 of 1012345678900123456789 slow hours
Permits
$200 once$201234567890012345678900123456789 oncenone for fire or airnone for fire or air
Potential earnings
19 retail bags a week1012345678990123456789 retail bags a weekall the slow hours leave room forall the slow hours leave room for

Watch

Every step, on film.

Roasters we learn from, at each step of the loop: choosing green coffee, the theory of a roast, the roast itself, and the cup. Roast Harness's own walkthroughs join them soon.

Green coffee16:14Why Single-Origin Coffee Is So ExpensiveBusiness Insider

Video 01 of 10

Download Roast Harness. Connect your roaster.

Windows and Linux coming soon

Add to

Nizami

AI tools for coffee: a workspace for brewing and roasting, and an app that runs your roaster from the roast you wrote.

jeff@nizamicoffee.com

© 2026 Nizami, Inc.

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