Grid queues lie by omission
Grid queues show applications, not buildable capacity. Connection probability depends on node pressure, queue depth, project maturity and transmission bottlenecks.
1,720 GW active ghost capacity flagged
Infrastructure intelligence for power-constrained assets
Manathric shows where energy and AI infrastructure can actually be built.
We turn grid queues, sponsor history, physical constraints and demand collisions into decision-grade intelligence for infrastructure funds, data center developers and energy teams.
The queue is not the pipeline.
216 GW
UK ghost capacity
Active UK pipeline
57.8%
Likely ghost
Canonical active universe
49,000+
Projects tracked
Global project universe
0.852
Model V3 AUC-ROC
UK model validation
Nominal MW is not deliverable MW.
Energy and AI infrastructure is being planned against queues that overstate reality. Projects compete for grid capacity, water availability, viable land, credible sponsors and transmission headroom. Most teams see the constraint too late.
Sponsors matter more than pitch decks
Sponsor track record changes survival probability. Experienced sponsors behave differently from one-project entities and speculative applicants.
92.7% sponsor survival for sponsors with 2+ prior connections
AI demand collides with physical systems
Data center demand compresses timelines around nodes already pressured by storage, renewables, transmission queues and water constraints.
Demand collision tracked at node and regional level
Intelligence layer
From scattered registries to buildability decisions.
Ingest
Source layer
Public registries, grid queues, project datasets, sponsor records, planning data, water stress and demand signals.
Normalize
Entity layer
Entity matching, node mapping, sponsor history, technology classification and project state tracking.
Score
Model layer
p_connect, expected delivered MW, ghost capacity, node congestion, sponsor survival and DC collision risk.
Decide
Client layer
Go / Watch / Avoid shortlists, investment memos, monitoring feeds and API access.
Solutions
Three ways to use Manathric.
Solution
Site Selection Intelligence
For data centers, BESS, energy and industrial loads.
- 3 to 7 ranked zones
- GO / WATCH / AVOID decision
- Grid, water, land, sponsor and demand collision view
- Executive memo and restitution call
Solution
Infrastructure Data Access
For funds, analysts and strategy teams.
- Project-level intelligence
- Sponsor survival scores
- Node congestion profiles
- Ghost capacity tracker
- CSV / API / dashboard delivery
Solution
Physical Constraint Monitor
For teams watching regions or assets over time.
- Weekly signal changes
- New zombie entries
- Node pressure movement
- DC collision alerts
- Investment implication digest
Use cases
One constraint layer. Multiple decision contexts.
Infrastructure Funds
Which assets are real before due diligence starts?
Identify ghost MW, weak sponsors, congested nodes and false pipelines before capital is committed.
Data Center Developers
Where can power actually connect within the required timeline?
Shortlist regions where grid headroom, water risk, demand pressure and project survival are compatible.
Energy Consultants
Which developers, sites and queues will survive scrutiny?
Add physical constraint evidence to client recommendations, market studies and investment memos.
Data proof
Built on physical evidence, not narrative.
Every number is scoped by geography, source coverage and model version. The data layer is designed to support decisions, not dashboards for their own sake.
49,000+
Projects tracked
2,975 GW
Active interconnection queues
1,720 GW
Ghost capacity active
661 GW
UK nominal pipeline
445 GW
Expected connectable
216 GW
UK ghost capacity
98.7%
UK failures linked to congestion
92.7%
Sponsor survival
Decision output
What a decision output looks like.
Decision
AVOID
p_connect 0.03
Avoid unless timeline and connection strategy are structurally revised.
Alverdiscott BESS. GSP ALVERDISCOTT. HIGH_ZOMBIE status. 9.2 GW capacity exposed to severe queue pressure.
Decision
GO
QDR 0.3 to 0.5
Prioritise for early feasibility review.
North Scotland Cluster. CLEAR_BUILD status. Queue depth ratio remains compatible with early-stage site screening.
| Field | Negative case | Positive case |
|---|---|---|
| Asset / Zone | Alverdiscott BESS | North Scotland Cluster |
| Status | HIGH_ZOMBIE | CLEAR_BUILD |
| Capacity | 9.2 GW | Scoped regional cluster |
| Decision | Avoid | Prioritise feasibility |
Methodology
Hostile validation before publication.
Manathric does not sell certainty. It sells a better reading of physical probability. Every signal must survive versioning, source checks, negative evidence and perimeter disclosure.
Principle
Sources identified
Principle
Models versioned
Principle
Limits declared
Principle
Negative results preserved
Request access
Before you choose a site, test the constraint layer.
Send a project type, power target, country and timeline. Manathric returns whether the opportunity deserves deeper work, a shortlist or immediate rejection.