Your dealing desk, running in seconds instead of the next morning.
The modern broker dealing desk is an AI problem, not a headcount problem. We ship real-time toxic-flow scoring, per-client and per-symbol A/B routing recommendations, LP scorecards and exposure alerting — plugged into your existing bridge without touching the terminal.
The dealing desk problem, precisely.
A retail broker running 20,000 active traders across MT5, three LPs and a mixed A/B book has a state-space no human dealer can hold. By the time last night's report shows that a Vietnam cluster ran a 34% win rate on Gold or that an EA on EURUSD is 92% correlated across 41 accounts, the exposure has been running for hours.
This is not a problem you solve by hiring another dealer. It's a problem you solve by giving the dealers you have a system that watches every ticket in real time, scores it against models trained on your own flow, and surfaces the two things that actually matter this minute.
What a real dealing desk AI looks like.
Not a dashboard. A system that sits in the flow and produces four artefacts:
- A per-ticket toxic-flow score, produced in <500ms, that combines behavioural signals (latency to fill, session concentration, symbol clustering, EA fingerprints, IP/device graph) with historical PnL curves.
- A per-client and per-symbol routing recommendation — A-book, B-book, or partial — that a dealer can approve, override or automate.
- A live LP scorecard: fill quality, rejection rate, mark-up leakage, hedging cost per LP per symbol per session.
- Exposure alerts that page the right dealer when a correlated position crosses a jurisdictional or capital threshold — not when the daily report reveals it tomorrow.
What KJ Capital ships.
A bespoke Dealing Desk AI, wired into your PrimeXM, oneZero or Centroid bridge (or your custom OMS), your MT4/MT5 Manager API and your risk warehouse. We deliver:
- A production toxic-flow model trained on your own historical flow, evaluated against a hold-out cohort with published precision/recall.
- A routing recommendation service the desk consumes via API and a lightweight UI overlay.
- An LP scorecard dashboard refreshed per-session, exportable to your BI stack.
- An alerting layer routed to Slack, Teams, email or SMS with clear ownership.
- The full source, deployed in your cloud tenancy. No black box, no lock-in.
What brokers actually see after go-live.
What buyers ask us about this build.
Q01Does this replace our dealers?+
Q02Do you touch the MT4/MT5 terminal itself?+
Q03How is the model trained?+
Q04What if we don't have a bridge?+
Q05What's the price?+
What brokers ship alongside this one.
IB & Affiliate Intelligence
Most brokers still manage their IB networks on spreadsheets and monthly PDFs. The small IBs never get an activation nudge, the big IBs are never actually audited, and coordinated fraud rings quietly siphon commission. AI closes all three gaps.
Trade Surveillance & Comms
Rule-based surveillance drowns compliance teams in alerts nobody has time to read. We build AI surveillance that ranks alerts by regulatory materiality, transcribes and screens every channel — including WhatsApp and Telegram — and produces the audit trail a regulator can follow.
Prop Firm Operations
Evaluation-based prop firms are one of the most AI-native businesses in trading. Challenge design, funded-trader lifecycle, payout risk and fraud detection are all model problems. We build the models — for FTMO-shaped, The5%ers-shaped, FundedNext-shaped firms and everyone in between.