Contact Us Today (936) 537-6914

AI for Endur & RightAngle

AI for Endur & RightAngle

AI for Endur & RightAngle

Your CTRM reports. It doesn’t notice. We fix that.

Your CTRM already captures every deal, movement, curve and settlement. We build agents that read what’s in Endur or RightAngle, rank what needs attention and explain why, so your desk and your back office start the day with a prioritized list instead of a blank screen.

What an agent layer actually does

Narrow, testable jobs, not a chatbot

Position & P&L anomalies

Isolation Forest over daily P&L, position and exposure by book; flags the moves that don’t fit the book’s own history, with the driver attached.

Exception triage

Settlement, invoicing, scheduling and nomination exceptions ranked by dollar impact and age, routed to the right person.

Curve & price validation

Catches stale, inverted or out-of-band curves before they hit end-of-day valuation.

Deal-capture validation

Checks new deals against counterparty, product, location and pricing norms and surfaces the ones a human should look at.

Reconciliation

CTRM vs. ERP, CTRM vs. pipeline and terminal statements, CTRM vs. broker confirms.

Ask-your-CTRM

Natural-language questions over your own data (“what’s our open Cushing length by month?”) answered with the query shown, not hidden.

For the front office: netback, spread and arbitrage calculators scanned continuously, with the highest-conviction opportunities surfaced first. This is what ARC does for crude.

The same engine as ARC

What the desk sees first

Pointed at your CTRM instead of the crude market, the Signal Center ranks exceptions and anomalies the same way it ranks arbs.

Signal Center

Ranked by conviction

Exceptions and anomalies surface in the order they deserve attention, not the order they were logged.

Driver attached

Every item carries the reason: which book, which spread, how far outside the norm.

Read-only to start

The agents read the CTRM; people write to it.

01Agent network Four named, testable models · one decision-support layer
Arb Hunter
Random Forest

Predicts whether each spread will widen or tighten by more than $0.50 within 5 sessions. Two heads, open and compress, pooled across every tradable.

Feeds Signal Center & Spread Cockpit
Flow Scout
OLS trend

Fits a 21-day slope to each pipeline’s nominations and flags ramps and fades. Tuned to surface the Cushing-to-Gulf build the desk asked to be warned about.

Feeds Signal Center, Arb Monitor, Cargo & Flows
Anomaly Sentinel
Isolation Forest

Learns each spread’s normal daily move and flags days that sit outside the 540-day distribution. Calibrated to a 5% contamination rate.

Feeds Signal Center & Spread Cockpit
Spread Forecaster
ARIMA

Fits an ARIMA model per spread and projects 7 sessions forward with a 95% cone. Backtested against a naive carry-forward so you can see where it actually adds skill.

Feeds Spread Cockpit forecast cone
HUMAN-IN-THE-LOOPEvery agent outputs decision support, not orders. The morning note is drafted automatically and held for a trader to approve before it goes anywhere.

How it’s built

Named models, backtests, people in the loop

Named, inspectable models

Random Forest, OLS, Isolation Forest, ARIMA, and plain rules where rules are enough. No black boxes.

Backtested before it ships

Every agent is measured against a naive baseline on your history before it produces a live signal.

Human-in-the-loop by design

Agents draft, rank and explain. People approve. Nothing writes back to the CTRM or lifts a trade on its own.

Deployed in your tenancy

Runs inside your cloud, read-only against the CTRM to start, inheriting your InfoSec controls.

Endur and RightAngle native

Built by someone who has configured both; the agents speak in your books, portfolios, strategies and deal types.

Documentation you own

Every gate leaves behind a working environment, a live agent and full documentation.

Crawl, walk, run

One agent first. Then the rest.

1

Crawl

Weeks 1–4

One read-only agent on one real problem, deployed in your environment. Decision gate at week 4.

2

Walk

Next quarter

Two to four agents across front office and operations, a shared Signal Center, backtests reviewed with your team.

3

Run

Ongoing

Agents tuned to the desk’s own strategies, scheduled runs, and a roadmap owned by your people.

Pick the first agent with us.

A 20-minute walkthrough is enough to choose the first problem worth an agent and scope a four-week pilot in your tenancy.

richard.martinez@ctrmpartners.com

CTRM Partners
Commodity trading & risk management · AI and bespoke software for Endur and RightAngle
(936) 537-6914  ·  richard.martinez@ctrmpartners.com  ·  The Woodlands, Texas