THE GRIDCPI 61TIGHT
61
TIGHT
vs yesterday:
vs 7d avg: -0.3
supplytightdemandstrongpricefirmingtrendacceleratingavailabilityconstrainedforwardtightening

Compute Supply Chain Intelligence

Daily operational telemetry for AI compute markets

500+ compute buyers · 73% prediction accuracy
Upstream
Midstream
Downstream
Favorable
Pressure
Color indicates buyer impact · Green = favorable · Red = constrained
16
Nodes Tracked
6
Under Pressure
1
Favorable
9
Neutral

Editorial

Daily compute weather briefing

Conditions

CPI 61 (TIGHT). Provider Incidents sub-indicator maxed at 100.0 (contribution 15/15) — 79 incidents today against 0 prior day, with Anthropic accounting for 50 of those including 17 majors. Supply Chain Forward elevated at 73.9, consistent with the persistent memory shortage narrative; all other sub-indicators at neutral baseline. ---

Signals

  • Provider Reliability: Anthropic logged 17 major incidents in the 48-hour window — Claude.ai elevated error rates, Opus 4.7 errors, Sonnet 4.6/Haiku 4.5 errors, and Vaults/Credentials failures appearing as discrete events; OpenAI contributed 4 majors including ChatGPT logged-out access failures and Codex 5.5 high error rates. Buyers running production workloads on either provider without fallback routing took exposure today.
  • GPU Rental Pricing: H200 SXM at $3.59/hr and H200 (single node) at $7.74/hr; B200 median $4.96/hr with a $3.94–$5.98 spread indicating thin liquidity at 2 data points. H100 SXM median $2.08/hr. Pricing consistent with the October 2025 trough recovery trend — availability constraint, not price softness, remains the binding issue per running theme.
  • Memory Pressure: DDR4 4Gb spot spiked +11.54% in a single session to $25.00; DDR5 32Gb at $1,020 flat. Korea semiconductor exports hit $31.9B in April, +173.5% YoY — demand signal, not supply relief. DRAM prices up 171% YoY per news feed. Memory Pressure sub-indicator raw score 75.5.
  • Supply Chain Forward: GDDR6X shortage flagged for August start, affecting RTX 4070-class supply. Chinese tech firms (Alibaba, Tencent, ByteDance, JD.com) cleared to buy Nvidia H200 chips — adds demand-side pressure to an already constrained H200 market. Supply Chain Forward normalized at 73.9.
  • Social Signal — X/Twitter: "GPU shortage" keyword: 45 posts, 525 likes, 85 RTs — highest RT-per-post ratio in today's scan. "Compute capacity": 97 posts, 578 likes, 49 RTs. "Rate limit": 98 posts, 209 likes. "API down": 14 posts, 0 RTs — low amplification suggests isolated rather than widespread outage awareness. Total volume 352 posts.
  • Token Pricing: Claude Opus 4 at $15/$75 per MTok (input/output). DeepSeek V4 Pro at $0.43/$0.87 — 35x output price gap versus Opus 4. No pricing changes observed today; spread between frontier and open-weight alternatives continues to widen structurally.
  • Equity: ARM +6.39% on heavy volume (8.65M shares) is the outlier in an otherwise flat-to-down semi tape. NVDA +2.29% on 149M shares. SK Hynix -1.11%.
  • --

Deep Dive

79 provider incidents in a single day, against 0 the prior day, with Anthropic generating 50 of them across their entire model stack. Opus 4.7, Sonnet 4.6, and Haiku 4.5 all showed elevated errors as discrete incident reports — this is not a single cascading event but multiple concurrent failure surfaces, which points to infrastructure-level pressure rather than a localized bug. The timing correlates with Anthropic's ongoing multi-hyperscaler capacity expansion (the running Compute Deals theme) and the simultaneous Claude Agent SDK credits launch announced today, which would generate new programmatic traffic against existing infrastructure. Buyers with Anthropic as a single-threaded dependency should treat today as a stress test signal: if you don't have cross-provider routing in your architecture, the incident log just wrote the business case for building it. ---

Forward Look

  • Monitor Anthropic incident resolution rate through end of week. 17 majors in 48 hours across multiple model versions is not a one

Get the daily briefing

Compute weather report — 05:30 AEST

Predictions

Falsifiable forecasts — tracked daily

Track record: 1/4 correct(25%)·45 pending

Anthropic daily incident count will return to below 10 within 4 days as infrastructure pressure stabilizes post-surge, but at least one additional major incident will occur within the next 2 days before resolution.

PENDING·Anthropic daily incident count (major)· decrease·4d window·55% conf·2026-05-14

NVDA closing price will exceed $145 within 7 trading days as the Chinese buyer clearance and supply constraint narrative continues to drive momentum buying.

PENDING·NVDA closing price· up·7d window·50% conf·2026-05-14

H200 SXM median spot rental rate will increase to at least $3.80/hr within 14 days as Chinese enterprise demand absorbs available inventory and further tightens spot supply.

PENDING·H200 SXM median spot rate· up·14d window·52% conf·2026-05-14

SK Hynix (000660.KS) will recover from today's -1.11% decline and close above its May 14 price within 5 trading days as the memory demand signal (Korea exports +173.5% YoY) reasserts versus intraday selling pressure.

PENDING·SK Hynix (000660.KS) closing price· up·5d window·58% conf·2026-05-14

ARM closing price will hold above the May 14 close for at least 3 of the next 5 trading days, but will not add a further 5% gain within 7 days as the move was volume-driven without a discrete catalyst.

PENDING·ARM closing price· stable·7d window·52% conf·2026-05-14

DDR5 16Gb spot pricing will increase above $42.00 within 7 days as memory buyers get forced up the specification ladder from DDR4 overflow.

PENDING·DDR5 16Gb spot price· up·7d window·65% conf·2026-05-12

H100 SXM median rental rate will break above $3.35/hr within 10 days as pricing catches up to underlying memory shortage reality.

PENDING·H100 SXM median spot rate· up·10d window·58% conf·2026-05-12

Total daily provider incidents across all tracked providers will remain above 30 for the next 5 days as capacity strain persists industry-wide.

PENDING·Total daily provider incidents· stable·5d window·69% conf·2026-05-12

L40S median rental rates will increase above $1.00/hr within 10 days as gaming GPU memory constraints push enterprise demand toward datacenter alternatives.

PENDING·L40S median spot rate· up·10d window·61% conf·2026-05-12

H100 spot pricing volatility will decrease within 14 days as futures market launch creates price discovery mechanism and reduces information asymmetry.

PENDING·H100 SXM daily price range· decrease·14d window·52% conf·2026-05-12

B200 median hourly rental rate will exceed $5.50/hr within 7 days as scarcity drives pricing convergence upward.

PENDING·B200 median spot rate· up·7d window·58% conf·2026-05-12

Anthropic will report fewer than 20 total incidents within 3 days as the provider implements capacity management or throttling measures to stabilize service.

PENDING·Anthropic daily incident count· decrease·3d window·65% conf·2026-05-12

System memory pricing will show coordinated increases with DDR3 4Gb rising above $9.00 within 5 days as shortage cascades down memory hierarchy.

PENDING·DDR3 4Gb spot price· up·5d window·61% conf·2026-05-12

TSM stock will increase above $180 within 12 days as Korean export strength confirms robust foundry demand across the region.

PENDING·TSM closing price· up·12d window·47% conf·2026-05-12

NVDA closing price will decline below $800 within 14 days as supply chain pressure signals broader semiconductor headwinds.

PENDING·NVDA closing price· down·14d window·52% conf·2026-05-12

DDR5 spot pricing will exceed $80.00 within 7 days as memory shortages cascade across all categories through Q3.

PENDING·DDR5 8GB spot price· up·7d window·60% conf·2026-05-11

Total provider incidents across all tracked services will remain elevated above 30 within the next 2 days as infrastructure stress persists.

PENDING·Total daily provider incidents· stable·2d window·75% conf·2026-05-11

NVDA stock will decline below $900 within 5 trading days as investors price in production constraint risks for gaming GPU segment.

PENDING·NVDA closing price· down·5d window·55% conf·2026-05-11

H200 SXM median rental rate will exceed $3.75/hr within 10 days as supply tightness drives premium GPU pricing higher.

PENDING·H200 SXM median rental rate· up·10d window·65% conf·2026-05-11

Anthropic will report fewer than 10 incidents within 3 days as they implement emergency capacity measures following today's infrastructure crisis.

PENDING·Anthropic daily incident count· decrease·3d window·70% conf·2026-05-11

H100 SXM median spot pricing will break above $6.00/hr within 14 days as memory shortage costs flow through to GPU rental rates.

PENDING·H100 SXM median spot rate· up·14d window·65% conf·2026-05-10

Anthropic will experience fewer than 8 major incidents over the next 72 hours as they address current stability issues.

PENDING·Anthropic major incident count· decrease·3d window·55% conf·2026-05-10

NVDA stock will decline below $875 within 7 days as gaming GPU shortage concerns weigh on near-term revenue expectations.

PENDING·NVDA closing price· down·7d window·58% conf·2026-05-10

Samsung Electronics (000660.KS) will gain more than 3% within 10 days as memory shortage pricing power benefits become apparent.

PENDING·000660.KS closing price· up·10d window·62% conf·2026-05-10

B200 median spot pricing will increase above $4.50/hr within 21 days as capacity concentration limits supply and drives premium pricing.

PENDING·B200 median spot rate· up·21d window·68% conf·2026-05-10

Anthropic incident count will remain elevated above 30 daily incidents for the next week as infrastructure scaling lags demand.

PENDING·Anthropic daily incident count· stable·7d window·65% conf·2026-05-09

Samsung (000660.KS) will drop below 65,000 KRW within 12 days as strike disruption fears impact HBM supply outlook.

PENDING·000660.KS closing price· down·12d window·48% conf·2026-05-09

B200 rental pricing will exceed $8.00/hr within 21 days as hyperscale demand competes with enterprise users for premium compute.

PENDING·B200 median spot rate· up·21d window·52% conf·2026-05-09

H100 SXM median spot rate will increase above $1.60/hr within 10 days as availability constraints tighten further.

PENDING·H100 SXM median spot rate· up·10d window·58% conf·2026-05-09

NVDA stock will decline below $130 within 14 days as gaming GPU supply constraints impact Q2 guidance expectations.

PENDING·NVDA closing price· down·14d window·55% conf·2026-05-09

H100 SXM median rental rate will increase above $3.20/hr within 14 days as memory constraints tighten high-end GPU availability.

PENDING·H100 SXM median spot rate· up·14d window·62% conf·2026-05-08

Anthropic Claude token pricing will increase by 10-15% within 21 days as new partnership demand tests current capacity limits.

PENDING·Claude Opus 4 output token price· up·21d window·48% conf·2026-05-08

RTX A6000 rental rates will increase above $0.35/hr within 5 days as European GPU shortage creates spillover demand for professional cards.

PENDING·RTX A6000 median spot rate· up·5d window·52% conf·2026-05-08

H100 spot rental rates will increase above $1.60/hr within 10 days as memory shortage drives up total infrastructure costs for providers.

PENDING·H100 SXM median spot rate· up·10d window·58% conf·2026-05-08

Total provider incidents will exceed 6 within the next 7 days as infrastructure continues operating under capacity stress.

PENDING·Total provider incidents· increase·7d window·48% conf·2026-05-08

NVDA stock will decline below $200 within 12 days as gaming GPU supply constraints amplify broader memory shortage concerns.

PENDING·NVDA closing price· down·12d window·52% conf·2026-05-08

H100 SXM median rental rate will break above $3.20/hr within 10 days as pricing lag catches up to supply constraints.

PENDING·H100 SXM median rental rate· up·10d window·58% conf·2026-05-08

NVDA stock will decline below $900 within 14 days as gaming GPU supply constraints become priced in ahead of August shortage.

PENDING·NVDA closing price· down·14d window·55% conf·2026-05-08

H100 SXM median rental rate will break above $3.10/hr within 8 days as memory constraints drive enterprise GPU pricing up.

PENDING·H100 SXM median rental rate· up·8d window·61% conf·2026-05-08

Samsung Electronics (000660.KS) will drop below 1,100,000 KRW within 10 days as strike and shortage risks converge.

PENDING·Samsung Electronics (000660.KS) closing price· down·10d window·49% conf·2026-05-08

B200 median rental rate will stabilize below $3.50/hr within 21 days as initial premium pricing normalizes with increased availability.

PENDING·B200 median rental rate· down·21d window·41% conf·2026-05-08

Samsung Electronics (000660.KS) will drop below 150,000 KRW within 15 days as strike disruption fears weigh on production outlook.

PENDING·000660.KS closing price· down·15d window·45% conf·2026-05-08

Total provider incidents will exceed 8 within 7 days as capacity pressure continues building across multiple infrastructure layers.

REVIEW·Anthropic daily incident count· up·7d window·65% conf·2026-05-08

Incident count today: 0 — needs baseline comparison for resolution.

Total provider incidents will exceed 8 within the next 5 days as compute infrastructure continues testing capacity limits.

REVIEW·Total provider incidents· increase·5d window·55% conf·2026-05-08

Incident count today: 4 — needs baseline comparison for resolution.

Total provider incidents will exceed 7 within the next 5 days as infrastructure strain accelerates under capacity pressure.

REVIEW·2026-05-08

Incident count today: 5 — needs baseline comparison for resolution.

SK Hynix stock (000660.KS) will rise above 140,000 KRW within 10 days as Samsung supply risk benefits competitor positioning.

CORRECT·000660.KS closing price· up·10d window·58% conf·2026-05-08

Target: $660.00, Actual: $1679000.00 (000660.KS)

Samsung Electronics (000660.KS) will decline below 165,000 KRW within 8 days as strike risks compound memory shortage concerns.

INCORRECT·2026-05-08

Target: $660.00, Actual: $1145.08 (000660.KS)

NVDA stock will decline below $125 within 7 days as gaming GPU supply constraints compound AI chip shortage narrative.

INCORRECT·NVDA closing price· down·7d window·65% conf·2026-05-08

Target: $125.00, Actual: $211.50 (NVDA)

NVDA stock will decline below $205 within 10 days as gaming GPU supply constraints compound enterprise memory shortage concerns.

INCORRECT·2026-05-08

Target: $205.00, Actual: $211.50 (NVDA)

GPU Pricing

Median $/hr across providers

H100-$0.56, -27.3% ▼
$1.49/hr
$1.38 – $2.69 · 3 providers
H200+$2.08, +57.8% ▲
$5.67/hr
$3.59 – $7.74 · 2 providers
B200flat —
$4.96/hr
$3.94 – $5.98 · 2 providers
A100-$0.10, -7.8% ▼
$1.19/hr
$0.78 – $1.49 · 2 providers
L40Sflat —
$0.89/hr
$0.79 – $0.99 · 2 providers

Stock Prices

AI infrastructure equities

NVDA +2.29%
$225.83
NVIDIA· 149.3M
TSM +0.63%
$399.80
TSMC· 13.1M
SK Hynix -1.11%
$1311.27
SK Hynix· 4.5M
AMD -0.62%
$445.50
AMD· 30.3M
AVGO -0.60%
$416.79
Broadcom· 16.9M
ARM +6.39%
$221.21
ARM Holdings· 8.7M

Provider Status

Last 24 hours

50 incidents, +49 vs yesterday
Anthropic
Operational
30 resolved today
OpenAI
Operational
20 resolved today
Google Cloud
Operational
No incidents
AWS
Operational
No incidents

Social Signals

X/Twitter compute infrastructure volume

Total Posts
352
Total Engagement
1.6K
Keywords Tracked
11
KeywordPosts
H10098
rate limit98
compute capacity97
GPU shortage45
API down14
GPT down0
inference cost0
HBM0
TSMC0
token pricing0
Claude slow0

Top Posts by Engagement

@itsTarHcompute capacity

Five companies now control more than 70% of worlds AI compute capacity Another staggering figure, AI compute capacity is doubling roughly every 7 months https://t.co/HX7LcmRr5G

415 likes37 RTsView
@WhaleFactorGPU shortage

🐋 WHALE WATCH: The GPU shortage is real and $RENDER is the solution. We just witnessed a massive correction that shook out the weak hands. Now we are coiled tight in a macro triangle at the $2.00 s...

337 likes68 RTsView
@Old_SamsterGPU shortage

My key takeaway here is that even with h200s going from $0.77 to $3/hr+ and becoming nearly impossible to find without long commitments due to the global gpu shortage, causing Chutes to lose 2/3 of it...

70 likes8 RTsView
@Yeah_DaveH100

$NBIS Meanwhile rental prices for even the four year old H100's... https://t.co/VIQpsNd5ii https://t.co/6LEdlABxnE

64 likes1 RTsView
@0xarslanrate limit

Shipped a UI design at work this week: > opened claude design > "let me just sketch the first screen" > 4 hours later, 5 screens deep > hit the rate limit > waited 2 hours staring at t...

54 likes0 RTsView

Token Pricing

All providers — click column to sort

ProviderModelInput $/MTokOutput $/MTokChange%Context
mistralmistral-nemo$0.15$0.150.0% 128K
deepseekdeepseek-v4-flash$0.14$0.280.0% 1000K
mistralmistral-small$0.10$0.300.0% 128K
googlegemini-2.5-flash-lite$0.10$0.400.0% 1000K
openaigpt-4.1-nano$0.10$0.400.0% 1048K
googlegemini-2.0-flash$0.15$0.600.0% 1000K
deepseekdeepseek-v4-pro$0.43$0.870.0% 1000K
mistralcodestral$0.30$0.900.0% 256K
openaigpt-4.1-mini$0.40$1.600.0% 1048K
googlegemini-2.5-flash$0.30$2.500.0% 1000K
googlegemini-3-flash$0.50$3.000.0% 1000K
anthropicclaude-haiku-3.5$0.80$4.000.0% 200K
openaio4-mini$1.10$4.400.0% 200K
mistralpixtral-large$2.00$6.000.0% 128K
mistralmistral-large$2.00$6.000.0% 128K
openaio3$2.00$8.000.0% 200K
openaigpt-4.1$2.00$8.000.0% 1048K
googlegemini-2.5-pro$1.25$10.000.0% 1000K
googlegemini-3.1-pro$2.00$12.000.0% 1000K
googlegemini-3-pro$2.00$12.000.0% 1000K
anthropicclaude-sonnet-4$3.00$15.000.0% 200K
anthropicclaude-opus-4$15.00$75.000.0% 200K

Market Movers

Top signals by relevance

Data Infrastructure

Source health

artificial_analysis
1 failure
aws_health
< 1h ago
digitimes
< 1h ago
gcloud_status
< 1h ago
getdeploying
1 failure
hackernews
< 1h ago
interconnection_queue
< 1h ago
korea_herald
1 failure
korea_trade
< 1h ago
ornn_ocpi
< 1h ago
reddit
< 1h ago
runpod
< 1h ago
sec_edgar
< 1h ago
semianalysis_gpu
1 failure
status_pages
< 1h ago
stock_prices
< 1h ago
techmeme
< 1h ago
thundercompute
< 1h ago
token_pricing
< 1h ago
toms_hardware
< 1h ago
trendforce_dram
< 1h ago
tsmc_revenue
< 1h ago
vast_ai
< 1h ago
x_twitter
< 1h ago