Analyze an energy challenge
Compare the cost, carbon, reliability, infrastructure and time-to-power of competing energy architectures — then go deep on the pathway that survives. Hydrogen is one option tested, not the assumed answer.
Engineering-led. Scenario-based. Transparent assumptions.
Energy architecture — illustrative
SchematicH2Hub compares these building blocks as competing architectures — cost, carbon, reliability, infrastructure and time-to-power — rather than assuming one technology wins.
Every pathway judged on five dimensions
Traditional comparisons stop at cost and carbon. For AI, industrial and infrastructure loads, reliability, infrastructure availability and time-to-power decide the project.
Estimated $/MWh, CAPEX and annual fuel cost
kg CO₂e/MWh, onsite vs lifecycle, CO₂ captured and residual emissions
Firm-power capability, storage duration and grid dependency
Grid, gas, hydrogen, CO₂ transport/storage and water requirements
Interconnection, lead times and permitting, expressed as ranges
AI & data centers: eight ways to power a continuous load
Set the load and the site, then compare grid supply, co-located renewables, batteries, onsite gas, gas fuel cells, fuel cells with carbon capture and two hydrogen pathways on cost, carbon, reliability, infrastructure and time-to-power. Every figure is calculated deterministically from the inputs and the assumptions listed below — no AI, no black box.
Define the load
A continuous computing load, served every hour of the year. Change the site and the ranking changes.
2,190 GWh per year of delivered electricity.
Strong solar and wind, cheap gas, moderately carbon-intensive grid
Onsite gas generation (islanded)
$46/MWh
Renewables → electrolysis → fuel cells
4 kg CO₂e/MWh
Onsite gas generation (islanded)
1.5–3 yrs
Three different pathways usually win the three columns above. There is no universal winner — the decision depends on which constraint binds hardest at your site: price, carbon, firmness or schedule.
Onsite gas generation (islanded)
Reciprocating engines or turbines sized with reserve margin, bypassing the interconnection queue.
$46
$/MWh delivered
- Carbon
- 500 kg/MWh
- Capital
- $331m
- Annual opex
- $70m/yr
- Reliability
- Firm (islandable)
- Time to power
- 1.5–3 yrs
Why: Fastest route to firm power where gas is cheap, but it is the highest-carbon pathway and carries air-permit and future carbon-price exposure.
Grid + co-located renewables
Solar and wind built onsite to cover about 40% of annual energy, grid supplies the rest and all firming.
$59
$/MWh delivered
- Carbon
- 234 kg/MWh
- Capital
- $448m
- Annual opex
- $88m/yr
- Reliability
- Firm (grid-backed)
- Time to power
- 3–6 yrs
Why: Renewables cut energy cost and carbon on an annual basis but provide no firm capacity, so the grid connection still has to be sized for the full load.
Grid supply only
Full load served from the transmission system with a new large-load interconnection.
$61
$/MWh delivered
- Carbon
- 390 kg/MWh
- Capital
- $30m
- Annual opex
- $131m/yr
- Reliability
- Firm (grid-backed)
- Time to power
- 3–7 yrs
Why: Lowest capital exposure; cost and carbon are inherited from the grid, and the schedule is set by the interconnection queue rather than by construction.
Renewables + 4-hour battery
Onsite solar and wind with a 4-hour battery for diurnal shifting and ride-through; grid retained for firming.
$67
$/MWh delivered
- Carbon
- 109 kg/MWh
- Capital
- $908m
- Annual opex
- $57m/yr
- Reliability
- Partially firm
- Time to power
- 3–6 yrs
Why: A 4-hour battery raises the usable renewable share and covers short outages, but multi-day low-resource periods still fall back on the grid.
Gas fuel cells (SOFC)
Solid-oxide fuel cells on natural gas — higher efficiency and near-zero NOx compared with combustion.
$68
$/MWh delivered
- Carbon
- 382 kg/MWh
- Capital
- $825m
- Annual opex
- $64m/yr
- Reliability
- Firm (islandable)
- Time to power
- 2–4 yrs
Why: Higher electrical efficiency than combustion lowers fuel burn and carbon per MWh, but capital cost per kW is roughly three times an engine plant.
Gas SOFC + carbon capture
Solid-oxide fuel cells on natural gas with 90% CO₂ capture, plus CO₂ transport and permanent storage.
$119
$/MWh delivered
- Carbon
- 94 kg/MWh
- Capital
- $1,481m
- Annual opex
- $109m/yr
- Reliability
- Firm (islandable)
- Time to power
- 3–6 yrs
Why: Capture removes most stack CO₂ but adds capital, a ~9% parasitic load and a hard dependency on CO₂ transport and storage that few sites actually have. Upstream methane remains uncaptured.
Hydrogen fuel cells (purchased H₂)
Hydrogen fuel cells running on delivered low-carbon hydrogen, with onsite storage.
$312
$/MWh delivered
- Carbon
- 12 kg/MWh
- Capital
- $1,062m
- Annual opex
- $580m/yr
- Reliability
- Firm (islandable)
- Time to power
- 2–4 yrs
Why: Round-trip efficiency is the problem: about 51 kg of hydrogen per MWh delivered means the hydrogen price, not the equipment, sets the answer.
Renewables → electrolysis → fuel cells
Fully self-supplied: onsite renewables and electrolysis produce hydrogen, fuel cells convert it back to firm power.
$416
$/MWh delivered
- Carbon
- 4 kg/MWh
- Capital
- $7,541m
- Annual opex
- $185m/yr
- Reliability
- Firm (islandable)
- Time to power
- 4–8 yrs
Why: Carbon is near zero and the site is grid-independent, but two conversion steps at roughly 50% each mean the renewable build is several times the size of the load.
Preliminary model result. Results are estimates derived from your inputs, stated assumptions and third-party data. Actual project economics may differ materially. This is project-economics analysis, not personalised investment advice or a lender term sheet.
If hydrogen survives this screen, go deep
This comparison is deliberately coarse. Where a hydrogen pathway holds up, the Hydrogen Reality Engine models real solar and wind data, hourly dispatch, LCOH and stress tests, then carries the case into the seven-stage project workspace.
Hybrid optimiser: the answer is usually a combination
Single-technology pathways are a starting point, not a design. This searches renewable size, battery duration and firming technology together, and reports the configuration that meets your objective — lowest cost, lowest carbon, or cheapest within a carbon cap.
What should you actually build?
Single pathways rarely win. This searches every combination of onsite renewables, battery duration and firming technology, then reports the configuration that best meets your objective.
Strong solar and wind, cheap gas, moderately carbon-intensive grid
Lowest cost that still meets your carbon limit
Applies only to the capped objective. 633 configurations evaluated per run.
2.7× renewables · 8h battery · Grid import
A 75% renewable share with 16% spill is the balance point: more capacity adds generation the flat load cannot absorb.
$97/MWh
96 kg CO₂e/MWh
$1,466m
$65m/yr
274 MW solar
401 MW wind
2,000 MWh battery
Grid import
Firm (grid-backed) · time-to-power 3–7 years · depends on transmission capacity, interconnection agreement, large-load tariff. The carbon cap is binding — it is ruling out cheaper, dirtier configurations.
Cost / carbon trade-off frontier
Each configuration below is the cheapest way to reach its carbon level. Moving down this list buys lower carbon and costs more — nothing else on it is worth building.
0.0× renewables · 0h battery · Onsite gas engines
$46/MWh
500 kg/MWh
0%
0%
0.9× renewables · 0h battery · Onsite gas engines
$57/MWh
400 kg/MWh
20%
33%
1.0× renewables · 0h battery · Grid import
$66/MWh
304 kg/MWh
22%
34%
2.1× renewables · 2h battery · Grid import
$79/MWh
206 kg/MWh
47%
32%
2.5× renewables · 8h battery · Grid import
$95/MWh
106 kg/MWh
73%
12%
3.0× renewables · 12h battery · Hydrogen fuel cells (purchased H₂)
$159/MWh
6 kg/MWh
92%
7%
Best hybrid per firming technology
Grid import
0.0× renewables · 0h battery · Grid import
$61/MWh
390 kg CO₂e/MWh · 0% renewable
Onsite gas engines
0.0× renewables · 0h battery · Onsite gas engines
$46/MWh
500 kg CO₂e/MWh · 0% renewable
Hydrogen fuel cells (purchased H₂)
3.0× renewables · 12h battery · Hydrogen fuel cells (purchased H₂)
$159/MWh
6 kg CO₂e/MWh · 92% renewable
Preliminary model result. Results are estimates derived from your inputs, stated assumptions and third-party data. Actual project economics may differ materially. This is project-economics analysis, not personalised investment advice or a lender term sheet.
Other energy challenges
Implementation status is stated plainly. Hydrogen project development, site screening, economics and stress testing are fully available today.
Industrial decarbonization
Coming soonPathways for replacing or reducing fossil energy in industrial heat, feedstock and process loads.
Long-duration energy storage
Coming soonWhere hydrogen complements batteries and renewable generation across duration and cycling regimes.
Microgrids & resilient power
Coming soonOnsite generation, storage and clean backup-power architectures for resilience-driven projects.
Start broad, then go deep
- 1. Power Reality Engine — compare competing architectures for the problem you actually have.
- 2. Hydrogen Reality Engine — deep hydrogen engineering, LCOH and stress testing where hydrogen holds up.
- 3. Project workspace — the existing seven-stage development path, with your assumptions carried across.
H2Hub supports preliminary project development, screening, learning and decision analysis. Outputs do not replace detailed engineering, independent due diligence, legal advice or professional engineering services.