HARBOR & PINE GOODSDEMO STOREFRONT · harbor-pine.exampleORDERA-20413CHANNELAGENT CHECKOUTBUYERagent / not a humanPAIDcard ••4242Olive oil 500ml18.00Tomato sauce8.00Granola 400g7.00Subtotal33.00Shipping4.00TOTAL USD37.00AGENT STEPS01 Find00:02.102 Compare00:06.803 Checkout00:41.3RESULT COMPLETEDA-20413THANK YOU, MACHINE.SPECIMEN · NOT A REAL ORDER01receipt: what a machine bought
AGENT READINESSConformance Reportharbor-pine.example · run 0417 · page 1 of 472/100Product schema presentPASSPrice machine-readablePASSStock state exposedPASSGuest cart, no loginFAILLabelled checkout fieldsFAILNo bot challenge at payFAILReturns policy parseablePASSFix order: 1 guest cart 2 label fields 3 challengeSPECIMEN02conformance report, page 1
CHECKOUT-LOG run 0417 store=harbor-pine.examplet+00:00.0 GET /products/olive-oil 200t+00:02.1 PARSE jsonld Product okt+00:03.4 FIND price 18.00 USD okt+00:06.8 COMPARE 3 offers okt+00:09.0 POST /cart/add 200t+00:14.2 WARN cart token expiredt+00:14.3 RETRY 1 of 2 okt+00:21.7 FORM 14 fields, 3 unlabeledt+00:34.9 FAIL bot challenge at checkoutt+00:34.9 ABORT step 3 of 3purchase not completedEND OF LOG * SPECIMEN03checkout log: where it failed
MACHINE COMMERCEMC-2026GENERAL MACHINES · SCAN ME04barcode. it scans.
RUN 0417 · STEP 03cart token expired at 14s.agent retried, then stalled onan unlabeled form + bot check.store never saw a buyer.05field note, run 0417
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cart token?!
who is the buyer?
found it. now buy it.
3 steps, 1 failure
shelf != storefront
measure it
FIELD NOTE / 01Can a machine
buy from you?
01Find.02Compare.03Checkout.
Research
HANDLE WITH CAREHuman intent.
Machine execution.
Machine Commerce
Measured, not marketed.
Machine
Commerce
Fragile
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San Francisco
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Machine Commerce
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Machine Commerce
is an applied AI
research lab
Measured,
not marketed.
OPEN RESEARCH · MACHINE COMMERCE
Open spec.
Public harness.
Measured readiness.

Commerce now has a second customer: machines. AI agents already research and compare for people - but every store is built for humans. What happens when one tries to buy? We're building that missing layer.

Machine Commerce is an applied AI research lab for the agentic economy, a General Machines company.

We study how machines buy: how agents read product pages, compare offers, and complete checkouts, and what merchants must change to be chosen.

We publish open research, conformance tooling, and public benchmarks, so agent readiness is measured, not marketed.

Launched in 2026, the lab is led by Deepanshu Pal and Pratham Bhatnagar.

Machine Commerce

General Machines Pvt. Ltd.

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