PRISM · One real-time optimization engine

Extreme scale.
Hyper-personalized.
In real time.

Fully deterministic·Provably feasible·Auditable

The optimization engine for problems too big and too personal for conventional solvers — solved orders of magnitude faster, the instant the world moves. One engine, proven in finance and expanding across real-time operations.

8-week paid pilot on your data — you get a benchmark report on your real problem and reference pricing for production. Prefer a form? Request a pilot →

Real-time solve Live solve map
Real-Time Energy Dispatch
Battery & DER dispatch · within the grid control-tick
Deadline~5 ms
Feasible100%
Changedfew
DataCAISO
DISPATCH: feasible, audited plan on the wire before the tick closes
Where PRISM is proven

Anchored in finance. One engine, expanding.

The deepest, money-grade proof is in finance — direct indexing and real-time portfolio decisioning, on real data, losing cases kept in. The same core extends to any high-stakes decision that must be re-solved correctly, on time, the instant the world moves.

Beyond the three above, the same engine is expanding across real-time operations — telecom & satellite resource allocation, AI/HPC cluster scheduling, and pricing & budget allocation — with molecular candidate selection on the research roadmap. Earlier-stage work is under NDA.

Selected measured results

Measured on real data. Losing cases kept in.

Every figure here traces to a recorded run on real data — with losing cases kept in, not cherry-picked.

Fleet throughput
10.2×
more accounts priced per core-second
100,000 accounts priced in ~11.6 min · deterministic & auditable
Transition lane · real US-equity
124.85×
peak vs an exact commercial baseline
holding to durable 2.3×–12.3× multiples at the 75,257-asset ceiling · gaps <0.01%
Tax alpha captured
$238K
harvestable tax budget on a $5M, 192-name book
full budget band vs commercial baseline on the structured lane
Real-time dispatch
~5 ms
feasible, audited grid dispatch plan
delivered within deadlines from 500 ms down to ~5 ms · real CAISO data
100,004-asset structured solve. A real-data structured solve across 100,004 assets and 47+ exchanges, completed deterministically with a full audit trail. The current recorded solve time on the 100k structured lane is 2.16 s.
Reproduce it yourself. On public Kenneth French (FF30) data — no licensed data, nothing to take on faith — PRISM runs 23.28× faster than a commercial baseline at matched quality. The fastest way to trust a benchmark is to run it on data you already have. See the methodology →
An engineer in a data centre where PRISM's benchmarks are run
Measured on real hardware Every figure on this page traces to a recorded run on a dedicated RTX 4000 Ada GPU — real data, losing cases kept in, not cherry-picked.
Why PRISM

Built for operational reality.

The answer arrives inside the deadline that matters — fast where scale demands it, feasible and auditable every time. One engine, the same contract across every domain.

Speed

21× to 125× on repeated-run transition workflows, holding to durable 2.3×–12.3× multiples at the 75,257-asset real-data ceiling — measured against an exact commercial baseline.

Reproducible

Audit-ready delivery with explicit, documented execution paths. Deterministic, content-hashed, re-derivable — every trade traces to your constraints.

Works with your stack

HTTPS API. Slots into OMS/EMS, grid control loops, custodian APIs, and risk models. Deploy in your VPC, on-prem, or air-gapped — no per-seat solver license.

Proven at scale

75,257 real assets on the proof lane and a 100,004-asset structured suite. Evidence spans head-to-head, routed scale, and backtest surfaces.

Constraints
All constraints enforced simultaneously. Deterministic solve. Auditable.
Hard real-time deadlines (control-tick to overnight)
Ramp limits and state-of-charge (battery / DER)
Wash-sale handling, lot-level tax accounting
Tracking error and risk-factor caps
Turnover limits and transaction-cost penalties
Liquidity constraints (ADV, min trade sizes)
Position-count and cardinality limits
Sector and ESG exposure limits
The gap conventional solvers can't close

The answer that arrives too late is worth nothing.

Across grids, trading desks, and personalized books, the world moves on a clock you don't control. Exact solvers find a beautiful answer — long after the moment to act has passed. Simpler methods keep up but leave value, or feasibility, on the table.

PRISM lives in that gap: a feasible, near-optimal, fully auditable answer inside the deadline — the same engine, whether the window is a grid control-tick or an overnight book.

Transition rebalance — timed_runs=5 · p50
Commercial reference baseline179.3 s
PRISM1.44 s
~125× faster on this lane (124.85× measured). Historical 5k transition proof, now extended with 75,257-asset real-asset evidence and the 100,004-asset structured suite — losing cases kept in.
Built for the desk Deterministic & content-hashed Fully reproducible audit trail VPC, on-prem, or air-gapped No per-seat solver license

Bring your hardest real-time problem. We'll prove it on your data.

8-week paid pilot on your data — you get a benchmark report on your real problem and reference pricing for production. You set the pass/fail metric before we start; every losing case is shown.

Start an 8-week paid pilot →

Prefer a form? Request a pilot →