Metagraph CapitalInvestment brief · Technical edition · Confidential12 October 2026

Engy (SN53)

Engy lists frontier open models at the lowest prices found, Kimi K3 35% under Moonshot (engy.ai/pricing), and runs a chain-verified buyback: $150,666 burned since 12 Aug (ledger). The paid models run on Engy's own hardware, no revenue figure is published, and on 12 Oct the owner stopped auto-locking its 18% cut (extrinsic 9267109-2).

Market cap$57.05M5,148,102 α at $11.08, block 9,267,592
Alpha issued per year$29.12M7,200 α/day at spot
Customer revenueClaimedno figure; $1.05M–$2.86M/yr implied at list
Buybacks, 30 days$1.36M/yr$111,711 burned to 11 Oct, ledger

In short

The price claim holds on list prices; the revenue claims rest on one call and one anonymous account

The claims that circulate about Engy, and what the primary source showsChecked 12 Oct 2026 unless dated.
ClaimWho said itWhat the check shows
"Lowest price anywhere" on DeepSeek V4.1 Flash; Kimi K3 35% under Moonshot@engyai, 12 SepHolds on list prices (table below). No contract price is published.
Revenue "$1–2K a day", about $15K consumed, $150K deposited, about $100K of it Jacob Steeves'Ning, fund call 17 Aug 2026The company's only revenue figures. Paul, same call: "those numbers are kind of useless"; the enterprise counterparty was refused twice.
"ARR on engy is now 3.5m–4m usd"; "100% MoM in revenue"@AlgodTrading, 22 SepWrites as a principal but is unidentified. Holds only if every token served is paid at list.
"Most of our revenue" goes to buybacksNing, fund call 17 Aug 202623 burns, $150,666, 12 Aug–11 Oct, on chain. Untestable against revenue, which is unpublished.
Engy serves "~70% of our judge calls, ~1B tokens a day"Albedo (SN97), 7 OctA customer's usage statement; payment not stated. Albedo is a Dendrite subnet, inside the ecosystem.

The paid product is Engy's own cluster; the subnet serves 30% of requests

What Engy sells, and who serves itengy.ai/pricing, /requests, /miners, 12 Oct 2026.
ProductPay-as-you-go API, OpenAI and Anthropic formats, nine open models (Kimi K3, GLM-5.2/5.3, DeepSeek V4 Flash, Qwen3.8, MiniMax-H3 video and others)
Who serves itSeven of nine models run "only on hardware engy operates"; only Qwen3.6-35B goes to subnet miners. Miners handled 1.52M of 4.99M requests this epoch (30%)
Usage1.33M requests and 19.7B tokens a day over the last week; 24-hour success rate 84%
Named usersAlbedo, SOMA, Pareton (all subnets), Jacob Steeves' prepaid balance. No customer outside Bittensor named; absent from OpenRouter; on Architect's router since 7 Oct

Tokens served imply $1.1–2.9M a year of billing at list; nobody has published what was paid

Tokens served would bill $1.27M–$3.58M a year at list price
Daily tokens per model × list price, annualised; band from cached to full prompt rate, lines 7-day averages. Derived: assumes every token paid at list. provider.engy.ai/requests, api.engy.ai/v1/models, 1 Sep–10 Oct; same chart as the Engy dashboard.
$0k$2M$4M1 Sep1 Oct

Three public committers, an unidentified commercial lead, no outside capital wanted

Who runs Engyhanlin.ai, GitHub, 12 Oct 2026; fund call 17 Aug.
Company and peopleHanlin AI (also SN11). Ning Ren, founder, ex-Google Brain by his account; "Paul", commercial lead, unidentified; one salesperson
Team size, checkedThree people have ever committed to the public repo; last push 29 Sep. The serving stack is closed, so the repo understates the team
CapitalOTC refused to all comers: "we don't need capital". Paul sold half his alpha and will not lock the rest

No third-party benchmark exists

Output quality: what has been measuredRead 12 Oct 2026.
Third-party benchmark against Chutes or FireworksNone found. A "BlueTAO" coding test cited by TAO Daily (30 Aug) could not be located
Engy's telemetryTime to first token 0.5–12.6 s per miner; gateway uptime 99.84% over 90 days (/status)
Model correctnessMiner responses carry a TOPLOC proof against the pinned checkpoint; the TEE lane and first-party models rest on attestation or Engy's word

Engy undercuts Chutes on every shared model, from cheaper silicon and the subsidy

Same model, list price per million tokens (input / output)engy.ai/pricing, chutes.ai/pricing, 12 Oct 2026; maker prices as Engy quotes them.
ModelEngyChutesMakerEngy vs Chutes
Kimi K3$1.95 / $9.75$3.00 / $15.00$3.00 / $15.0035% cheaper
GLM-5.2$0.68 / $1.50$1.25 / $3.95$1.40 / $4.402–2.6x
DeepSeek V4 Flash$0.045 / $0.09$0.44 / $1.32$0.30 / $1.2010–15x
Qwen3.8-27B$0.045 / $0.32$0.24 / $2.20$0.50 / $3.005–7x

Chutes serves only from attested datacenter GPUs; Engy from consumer and non-confidential ones plus emission-paid overflow. Chutes could copy the edge by relaxing its TEE rule.

The layer holds $1B-a-year vendors; distribution is Engy's constraint

The market: per-token inference of open-weight modelsLinked statements and estimates, read 12 Oct 2026.
Floor: largest open-model API vendorsFireworks over $1B annualised, July (company); Together about $1B (Sacra estimate)
Ceiling: enterprise model-API spend$12.5B in 2025, closed models included (Menlo)
Comparable valuationsFireworks $17.5B, Together $8.3B (both July 2026); OpenRouter to Stripe, reported $7B+ (Stripe)
Engy against it0.1–0.3% of Fireworks. Distribution, not size, is the constraint

Who earns what: customers pay the company, miners are paid in emission, holders get a burn

Who is paid on Engy, and whether it is customer moneyChain, block 9,267,592, alpha $11.08; 7,200 α/day, split 18/41/41; buyback ledger.
WhoWhat they doPer dayCustomer money?
Miners (18 UIDs paid)Serve Qwen3.6-35B and overflow, 30% of requests; paid in alpha by billed tokens$32.7kNo: customers pay Engy
Validators and stakersScore Engy's request log; staking yields 20.4% a year in alpha$32.7kNo
Hanlin AI, the ownerRuns the API and the clusters serving seven of nine models; keeps all billing plus the 18% cut$14.4k + billingYes, the billing
Alpha holdersSupply shrinks by the burn$3.7kYes, burns verified on chain; not traced to billing

The contest pays 18 keys a week on billed tokens

How Engy's miner contest worksSN53_ONE_PAGER.md, /epochs, chain block 9,267,592, 12 Oct 2026.
CadenceSeven-day epochs scored from that week's request log
Entry cost0.0005 τ registration, a GPU box (two RTX 4090s), then probe traffic passed at 99% success and unpublished latency limits
ScoringTokens served × a per-model rate Engy sets, counting only paid requests; with no billed traffic the weight goes to the owner hotkey and is burned
Miners paid, on chain18 UIDs across 17 coldkeys; top six hold 66% of incentive; epoch count fell from 199 (26 Aug) to 20 (7 Oct)
Validators13; Engy's own takes 39.3% of dividends; all score Engy's request log with Engy's code
Paid (TEE) lanePublished onboarding flow; Engy verifies each box over an SSH channel only it controls, then activates it (docs)

Supply side

Miners paid on chain rose from 0 to 18 since 10 Jun; peak 152 on 27 Aug

UIDs paid each day, from chain (block 9,256,182); the owner's key is excluded because the chain burns its share. Engy's epoch count fell from 199 (26 Aug) to 20 (7 Oct); the chain paid 18 UIDs on 11 Oct.

Proof and miner code are open; gateway, billing and buyback rule are not

What is open sourcegithub.com/hanlinai/engy, 12 Oct 2026.
OpenMiner clients, validator, proof spec (no licence file)
ClosedGateway, billing, probe control plane, first-party serving stack, and any rule tying the buyback to revenue

The owner issues $14.4K a day of alpha, burns $3.7K, and stopped locking the cut on 12 Oct

Owner and emission reads, block 9,267,592 (12 Oct 2026)archive.chain.opentensor.ai; owner coldkey 5H8SFV…; Kraken TAO $289.88.
TAO the network injects37.6 τ/day = $10.9k/day; 11th of 93 subnets
The owner's 18% cut$14.4k/day, $5.24M/yr at spot
Owner coldkey holding140,323 α = 2.7% of circulating against a cut of 1,296 α a day: the cut leaves the key
Owner lock152,127 α (3.0%). Auto-lock of the cut switched off by the owner coldkey at block 9,267,109, 12 Oct 12:25 UTC (extrinsic)
taorevenue, 30 daysBurn $114.1k, owner inflow −$18.5k (taorevenue); the buyer wallet is not the owner, so inflow misses it
Buybacks run $1.36M a year, up from $477K in week one
Daily burns annualised (bars), 7-day (solid) and 30-day (dashed) averages, 12 Aug–11 Oct. provider.engy.ai/buyback, each an on-chain add_stake_burn; dollar values Engy's.
$0k$2M$4M$6M$8M12 Aug1 Sep1 Oct

The buyback reaches the on-chain level of evidence; the revenue level cannot be tested

Buyback evidence by levelprovider.engy.ai/buyback, chain, Engy dashboard, 12 Oct 2026.
Mechanism in code or docsStated on the provider site; no code, no rate
Burns on chain23 add_stake_burn calls from wallet 5Ccg2r…, 18,185 α; the 11 Oct one decoded on the archive node (taostats)
Volume matches the claimUntestable without a revenue figure. Burns equal 47%–129% of implied list billing over 30 days
Against owner issuanceBurn $3.7k/day against a cut of $14.4k/day: net +$10.6k/day of new alpha to the owner

Engy's stated plans

Engy's stated plansFund call 17 Aug; @engyai and the provider site, read 12 Oct 2026.
PlanStatus
Enterprise contracts "$1–2 million just for Kimi" (Paul)Never named
Own B300 clusters, US colocation (Ning; @AlgodTrading)Claimed bought
Permissionless worker onboardingPublished; Engy activates each box
Router distributionArchitect live; OpenRouter absent
Referrals: 10% of a referred customer's API spend for 12 months, in USDC or creditsLive 11 Oct (@engyai); no uptake figure

What would change our mind

Open items