Insights
Weekly digest · Week of Jul 20, 2026

A week where no list price moved

No list price moved this week. New racks sell on tokens per megawatt instead, and India's food-grain network saved INR 250 crore a year by rerouting between depots.

Economics
A finished silicon wafer resting on a pale bench, its die grid catching colour.
Rob Bulmahn / Wikimedia Commons · CC BY 2.0

Nobody is competing on dollars per hour

Anthropic shipped Claude Opus 5 on Friday at $5 and $25 a million tokens, exactly what Opus 4.8 cost, and claims it more than doubles that model's benchmark score at a lower cost per task. The price card did not move. The bill for a finished job did.

Google's Gemini 3.6 Flash dropped output to $7.50 a million from $9.00 and says it needs 17% fewer output tokens to do the work, discounting the same job twice. AMD launched its Helios rack on Thursday advertising up to 30% more tokens per dollar than the rival cabinet, on its own lab's estimate. Nvidia's Vera Rubin went into production at five clouds, sold on tokens per megawatt. Not one of them is competing on dollars per hour.

Our basket agrees by standing still. All seven models we track came back at last week's price, and no neocloud list rate changed. The one number that moved was the B200 ceiling on the spot marketplace, $10.63 an hour down to $7.48. On a buyer's comparison sheet, price per million tokens is now a column that separates nothing.

Metric move

All seven models in the token basket and all four neocloud GPU ranges came back unchanged from the 20 July snapshot; the only move was the marketplace B200 ceiling, $10.63 to $7.48 per GPU-hour.

Spotlight
A loader resting on the tailgate of a truck stacked with sacks of grain.
Thilina Alagiyawanna / Unsplash

Grain that stopped taking the long way round

India's Public Distribution System moves subsidised grain for more than 810 million people, and depot routing was decided without a cost-optimal model.

Press Information Bureau, Government of India, Jan 23, 2026. A government announcement of Anna Chakra, the routing tool built with the World Food Programme and IIT Delhi.

How it works

A decision-support layer runs operations-research optimisation over state-level grain movement and hands planners a recommended allocation instead of a blank map.

The economics

The government puts national deployment at INR 250 crore of savings a year and a 35% cut in emissions, and the project was a 2026 Franz Edelman Award finalist.

Who it’s for

Supply chain lead, Operations director, Logistics planner, Finance lead.

Transferable pattern

Network-flow optimisation over an estate you already own, with no GPUs and no model to serve. The same pattern fits anyone routing goods from many depots to many destinations.

Players to watch
NameWhat they doHQStagePosition
Gurobicommercial solver behind many logistics modelsBeaverton, OregonMaturePlatform
HexalyFrench solver built for routing problemsParisMatureSpecialist
Google OR-Toolsfree open-source routing and scheduling solverMountain View, CaliforniaListedOpen-source
IBM CPLEXenterprise optimisation platform, long deployment historyArmonk, New YorkListedIncumbent
ORTECDutch route and load optimisation specialistZoetermeerMatureSpecialist
Kinaxissupply-chain planning with optimisation built inOttawaListedPlatform
o9 Solutionsplanning platform for supply and demand networksDallasScale-upPlatform
Blue Yonderwarehouse and transport optimisation suiteScottsdale, ArizonaListedPlatform
WFPUN partner on the Anna Chakra buildRomeInstitutionAdopter
IIT Delhiacademic partner that modelled the networkNew DelhiInstitutionSpecialist
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