Applications

Real-time optimization, everywhere.

PRISM's optimization core returns a feasible, near-optimal, fully auditable answer inside a hard real-time deadline — at a scale and speed where conventional solvers can't respond in time. The same engine powers new domains:

~5ms
Feasible, audited grid dispatch delivered within deadlines this tight
75K
Real-asset universe rebalanced — with full risk attribution — in well under a second
10K
Accounts per fleet batch, with p50 / p95 / p99 latency reporting
1engine
One optimization core behind every domain on this page
Validated applications

The same engine, new real-time domains.

Three application areas we've validated — each a high-stakes decision that has to be re-solved correctly, on time, the instant the world moves.

Energy · Grid · DER/VPP

Real-Time Energy Dispatch

Re-optimize battery & distributed-energy dispatch the instant prices or forecasts move — within the grid control-tick.

Demonstrated

Demonstrated on real California ISO grid data: a feasible, audited dispatch plan delivered within deadlines from 500 ms down to ~5 ms, changing only the few intervals worth changing.

Explore Energy Dispatch
Dispatch · re-optimized intervals Live tick
Only the few intervals worth changing move · the rest hold
Delivered within 500 ms → ~5 ms ✓ Feasible · audited
Finance · Real-Time Risk

Real-Time Portfolio Decisioning

Optimal rebalancing plus full risk attribution inside a hard latency budget — at universe sizes where standard optimizers stall.

Demonstrated

Demonstrated on a real 75,000-asset dataset: an optimal rebalance, a factor/specific risk breakdown, and an audit trail returned in well under a second — across tens of thousands of holdings.

Explore Portfolio Decisioning
Rebalance + risk attribution · output < 1s
Factor / specific split shown is illustrative · full attribution returned per run
75,000 assets Returned in < 1 second
Wealth · Direct Indexing

Scaled Direct Indexing & Tax-Aware Householding

Personalized, tax-aware portfolios across thousands of accounts — deterministic, auditable, and fast at fleet scale.

Demonstrated

Production-grade fleet engine: 100 / 1,000 / 10,000-account batches with full latency reporting (p50/p95/p99), tax-lot handling, and a full audit trail.

Explore Direct Indexing at scale
Fleet batch · per-account, at scale Batch
Latency ladder is illustrative · p50 / p95 / p99 reported for every batch
100 accounts 1,000 10,000

Demonstrated results on the datasets described — not guarantees. Comparators are labeled generically as conventional / standard solvers. Schematic elements in the panels above are marked illustrative.

How it fits

One engine. One clean contract.

Inputs in; a feasible, near-optimal, fully auditable answer out — inside your deadline. The methods are proprietary; the interface is the same across every domain above.

Inputs
  • Live prices & forecasts
  • Positions & constraints
  • Your risk view
  • Cost & hard deadline
PRISM
Real-time optimization core

One engine, a hard deadline, deterministic.

Outputs
  • Feasible, near-optimal answer
  • Only the changes worth making
  • Full p50 / p95 / p99 latency
  • Content-hashed audit log

Delivered in time

The answer arrives inside the deadline that matters — a grid control-tick, a latency budget, an overnight window — not whenever the solver happens to finish.

Auditable by design

Every decision traces to your inputs and constraints, with a content-hashed, reproducible record — the same audit trail across energy, finance, and wealth.

One engine. Many real-time, high-stakes decisions — delivered in time, every time, with a full audit trail.

See the demonstrated results, or run the same core on your own workload — your data, your constraints, your deadline, every losing case shown.

Request a pilot →