Arrival Price AI Analytics
CQG AI Algos
The Arrival Price Algorithm is driven by short-term realized volatility and drift signals as well as market-implied cost of liquidity to execute within a risk-optimized time horizon using trader-defined slippage expectations. Arrival Price is benchmarked against mid-market and sweep to fill (market order) metrics.
"Liquidity Cost, Volatility, and Drift" are the quantities used by the algorithm to compute a theoretically optimal Equilibrium Trading Horizon (White Paper). "Seconds spent" reflects the practical application of this horizon over simulated dynamic market conditions. A "fill stream" is also included to demonstrate the effects of the Market By Order Impact Model, which helps size order slices in a manner consistent with price-level population.
The graphs below illuminate the effects of these indicators on optimal execution horizon and therefore, performance results of hypothetical Arrival Price orders.
Impact Model: MBO
Payup Model: PayupAI
- Liquidity Cost:
- Implicit cost of liquidity per lot
- Volatility:
- Normal volatility in dollar terms
- Drift:
- Short-term directional drift
- Seconds Spent:
- Seconds spent in simulated execution
Timestamp | Security | Side | LastShares | LastPrice | Aggressor |
---|---|---|---|---|---|
2025-04-17T12:52:11.441 | SIM:ESM5 | Sell | 1 | 5345.75 | Passive |
2025-04-17T12:52:12.362 | SIM:ESM5 | Sell | 4 | 5345.25 | Aggressive |
2025-04-17T12:52:13.239 | SIM:ESM5 | Sell | 1 | 5345.25 | Passive |
2025-04-17T12:52:13.239 | SIM:ESM5 | Sell | 1 | 5345.25 | Passive |
2025-04-17T12:52:13.239 | SIM:ESM5 | Sell | 1 | 5345.25 | Passive |
2025-04-17T12:52:13.414 | SIM:ESM5 | Sell | 4 | 5345 | Aggressive |
2025-04-17T12:52:13.415 | SIM:ESM5 | Sell | 3 | 5344.75 | Aggressive |
2025-04-17T12:52:14.43 | SIM:ESM5 | Sell | 10 | 5345 | Aggressive |
2025-04-17T12:52:18.45 | SIM:ESM5 | Sell | 2 | 5344.75 | Aggressive |
2025-04-17T12:52:18.45 | SIM:ESM5 | Sell | 6 | 5344.5 | Aggressive |
2025-04-17T12:52:19.457 | SIM:ESM5 | Sell | 10 | 5344.75 | Aggressive |
2025-04-17T12:52:19.457 | SIM:ESM5 | Sell | 1 | 5344.5 | Aggressive |
2025-04-17T12:52:20.441 | SIM:ESM5 | Sell | 1 | 5344.75 | Aggressive |
2025-04-17T12:52:20.521 | SIM:ESM5 | Sell | 2 | 5344.75 | Aggressive |
2025-04-17T12:52:22.613 | SIM:ESM5 | Sell | 1 | 5345.25 | Aggressive |
2025-04-17T12:52:22.613 | SIM:ESM5 | Sell | 2 | 5345.25 | Aggressive |
Timestamp | Security | Side | LastShares | LastPrice | Aggressor |
---|---|---|---|---|---|
2025-04-17T12:51:48.943 | SIM:ESM5 | Buy | 5 | 5344 | Aggressive |
2025-04-17T12:51:48.943 | SIM:ESM5 | Buy | 1 | 5344 | Aggressive |
2025-04-17T12:51:53.012 | SIM:ESM5 | Buy | 1 | 5343.5 | Aggressive |
2025-04-17T12:51:53.07 | SIM:ESM5 | Buy | 2 | 5343.5 | Aggressive |
2025-04-17T12:51:54.013 | SIM:ESM5 | Buy | 5 | 5343.75 | Aggressive |
2025-04-17T12:51:54.013 | SIM:ESM5 | Buy | 1 | 5343.75 | Aggressive |
2025-04-17T12:51:55.033 | SIM:ESM5 | Buy | 3 | 5343.75 | Aggressive |
2025-04-17T12:51:55.033 | SIM:ESM5 | Buy | 10 | 5344 | Aggressive |
2025-04-17T12:51:59.021 | SIM:ESM5 | Buy | 9 | 5344 | Aggressive |
2025-04-17T12:52:00.056 | SIM:ESM5 | Buy | 8 | 5343.75 | Aggressive |
2025-04-17T12:52:00.056 | SIM:ESM5 | Buy | 5 | 5343.75 | Aggressive |
Timestamp | Security | Side | LastShares | LastPrice | Aggressor |
---|---|---|---|---|---|
2025-04-17T12:50:54.085 | SIM:ESM5 | Sell | 1 | 5340.5 | Aggressive |
2025-04-17T12:50:56.095 | SIM:ESM5 | Sell | 4 | 5340 | Aggressive |
2025-04-17T12:50:56.095 | SIM:ESM5 | Sell | 4 | 5339.75 | Aggressive |
2025-04-17T12:50:56.095 | SIM:ESM5 | Sell | 2 | 5340 | Aggressive |
2025-04-17T12:51:00.171 | SIM:ESM5 | Sell | 6 | 5340.25 | Aggressive |
2025-04-17T12:51:04.219 | SIM:ESM5 | Sell | 2 | 5340.25 | Aggressive |
2025-04-17T12:51:04.219 | SIM:ESM5 | Sell | 6 | 5340 | Aggressive |
2025-04-17T12:51:04.219 | SIM:ESM5 | Sell | 1 | 5340 | Aggressive |
2025-04-17T12:51:04.219 | SIM:ESM5 | Sell | 2 | 5340.25 | Aggressive |
2025-04-17T12:51:07.196 | SIM:ESM5 | Sell | 7 | 5340 | Aggressive |
2025-04-17T12:51:08.222 | SIM:ESM5 | Sell | 9 | 5341.25 | Aggressive |
2025-04-17T12:51:08.222 | SIM:ESM5 | Sell | 2 | 5341 | Aggressive |
2025-04-17T12:51:09.259 | SIM:ESM5 | Sell | 4 | 5341.5 | Aggressive |
Timestamp | Security | Side | LastShares | LastPrice | Aggressor |
---|---|---|---|---|---|
2025-04-17T12:50:00.26 | SIM:ESM5 | Sell | 8 | 5337.75 | Aggressive |
2025-04-17T12:50:00.26 | SIM:ESM5 | Sell | 2 | 5337.75 | Aggressive |
2025-04-17T12:50:00.662 | SIM:ESM5 | Sell | 1 | 5338.5 | Passive |
2025-04-17T12:50:03.283 | SIM:ESM5 | Sell | 6 | 5338.75 | Aggressive |
2025-04-17T12:50:05.33 | SIM:ESM5 | Sell | 3 | 5339 | Aggressive |
2025-04-17T12:50:05.331 | SIM:ESM5 | Sell | 8 | 5338.75 | Aggressive |
2025-04-17T12:50:05.331 | SIM:ESM5 | Sell | 1 | 5339 | Passive |
2025-04-17T12:50:06.326 | SIM:ESM5 | Sell | 4 | 5339.5 | Aggressive |
2025-04-17T12:50:06.327 | SIM:ESM5 | Sell | 1 | 5339.5 | Passive |
2025-04-17T12:50:06.327 | SIM:ESM5 | Sell | 1 | 5339.5 | Aggressive |
2025-04-17T12:50:07.338 | SIM:ESM5 | Sell | 7 | 5338.5 | Aggressive |
2025-04-17T12:50:07.338 | SIM:ESM5 | Sell | 2 | 5338.5 | Aggressive |
2025-04-17T12:50:08.339 | SIM:ESM5 | Sell | 5 | 5337 | Aggressive |
2025-04-17T12:50:08.339 | SIM:ESM5 | Sell | 1 | 5337 | Aggressive |
Timestamp | Security | Side | LastShares | LastPrice | Aggressor |
---|---|---|---|---|---|
2025-04-17T12:49:45.767 | SIM:ESM5 | Buy | 1 | 5340.25 | Passive |
2025-04-17T12:49:46.712 | SIM:ESM5 | Buy | 3 | 5339.25 | Aggressive |
2025-04-17T12:49:46.712 | SIM:ESM5 | Buy | 13 | 5339.5 | Aggressive |
2025-04-17T12:49:46.712 | SIM:ESM5 | Buy | 13 | 5339.75 | Aggressive |
2025-04-17T12:49:46.712 | SIM:ESM5 | Buy | 1 | 5340 | Aggressive |
2025-04-17T12:49:47.734 | SIM:ESM5 | Buy | 10 | 5338.5 | Aggressive |
2025-04-17T12:49:47.734 | SIM:ESM5 | Buy | 2 | 5338.5 | Passive |
2025-04-17T12:49:48.719 | SIM:ESM5 | Buy | 5 | 5337.75 | Aggressive |
2025-04-17T12:49:48.719 | SIM:ESM5 | Buy | 2 | 5337.75 | Aggressive |
Timestamp | Security | Side | LastShares | LastPrice | Aggressor |
---|---|---|---|---|---|
2025-04-17T12:48:48.817 | SIM:ESM5 | Buy | 1 | 5341.75 | Aggressive |
2025-04-17T12:48:49.756 | SIM:ESM5 | Buy | 5 | 5341 | Aggressive |
2025-04-17T12:48:49.756 | SIM:ESM5 | Buy | 2 | 5341.25 | Aggressive |
2025-04-17T12:48:52.831 | SIM:ESM5 | Buy | 5 | 5342 | Aggressive |
2025-04-17T12:48:52.933 | SIM:ESM5 | Buy | 1 | 5342 | Aggressive |
2025-04-17T12:48:54.809 | SIM:ESM5 | Buy | 4 | 5342.25 | Aggressive |
2025-04-17T12:48:54.809 | SIM:ESM5 | Buy | 2 | 5342.5 | Aggressive |
2025-04-17T12:48:55.834 | SIM:ESM5 | Buy | 6 | 5343.25 | Aggressive |
2025-04-17T12:48:55.834 | SIM:ESM5 | Buy | 1 | 5343.5 | Aggressive |
2025-04-17T12:48:55.834 | SIM:ESM5 | Buy | 3 | 5343.25 | Passive |
2025-04-17T12:48:56.85 | SIM:ESM5 | Buy | 8 | 5343 | Aggressive |
2025-04-17T12:48:56.912 | SIM:ESM5 | Buy | 4 | 5343 | Aggressive |
2025-04-17T12:48:57.912 | SIM:ESM5 | Buy | 1 | 5343.25 | Passive |
2025-04-17T12:48:58.913 | SIM:ESM5 | Buy | 1 | 5343.75 | Aggressive |
2025-04-17T12:48:59.859 | SIM:ESM5 | Buy | 6 | 5344.25 | Aggressive |
Timestamp | Security | Side | LastShares | LastPrice | Aggressor |
---|---|---|---|---|---|
2025-04-17T12:48:00.636 | SIM:ESM5 | Sell | 1 | 5346.25 | Aggressive |
2025-04-17T12:48:01.616 | SIM:ESM5 | Sell | 2 | 5346.25 | Aggressive |
2025-04-17T12:48:01.616 | SIM:ESM5 | Sell | 1 | 5346 | Aggressive |
2025-04-17T12:48:02.638 | SIM:ESM5 | Sell | 6 | 5346.5 | Aggressive |
2025-04-17T12:48:02.638 | SIM:ESM5 | Sell | 3 | 5346.25 | Aggressive |
2025-04-17T12:48:02.639 | SIM:ESM5 | Sell | 4 | 5346.5 | Passive |
2025-04-17T12:48:03.721 | SIM:ESM5 | Sell | 5 | 5347.25 | Aggressive |
2025-04-17T12:48:03.721 | SIM:ESM5 | Sell | 4 | 5347 | Aggressive |
2025-04-17T12:48:03.721 | SIM:ESM5 | Sell | 3 | 5347.25 | Aggressive |
2025-04-17T12:48:04.714 | SIM:ESM5 | Sell | 7 | 5347.25 | Aggressive |
2025-04-17T12:48:04.714 | SIM:ESM5 | Sell | 3 | 5347 | Aggressive |
2025-04-17T12:48:04.714 | SIM:ESM5 | Sell | 4 | 5347.25 | Passive |
2025-04-17T12:48:05.713 | SIM:ESM5 | Sell | 6 | 5346.75 | Aggressive |
2025-04-17T12:48:05.713 | SIM:ESM5 | Sell | 1 | 5346.5 | Aggressive |
Timestamp | Security | Side | LastShares | LastPrice | Aggressor |
---|---|---|---|---|---|
2025-04-17T12:47:40.065 | SIM:ESM5 | Buy | 1 | 5346.75 | Aggressive |
2025-04-17T12:47:41.251 | SIM:ESM5 | Buy | 5 | 5347.25 | Aggressive |
2025-04-17T12:47:41.251 | SIM:ESM5 | Buy | 1 | 5347.25 | Passive |
2025-04-17T12:47:42.047 | SIM:ESM5 | Buy | 8 | 5347.25 | Aggressive |
2025-04-17T12:47:42.047 | SIM:ESM5 | Buy | 4 | 5347.25 | Passive |
2025-04-17T12:47:48.193 | SIM:ESM5 | Buy | 1 | 5346.5 | Passive |
2025-04-17T12:47:49.109 | SIM:ESM5 | Buy | 8 | 5346.5 | Aggressive |
2025-04-17T12:47:49.109 | SIM:ESM5 | Buy | 1 | 5346.75 | Aggressive |
2025-04-17T12:47:49.109 | SIM:ESM5 | Buy | 4 | 5346.5 | Passive |
2025-04-17T12:47:52.246 | SIM:ESM5 | Buy | 2 | 5346.5 | Aggressive |
2025-04-17T12:47:53.147 | SIM:ESM5 | Buy | 8 | 5346.25 | Aggressive |
2025-04-17T12:47:53.219 | SIM:ESM5 | Buy | 2 | 5346.25 | Aggressive |
2025-04-17T12:47:54.162 | SIM:ESM5 | Buy | 5 | 5345.75 | Aggressive |
Timestamp | Security | Side | LastShares | LastPrice | Aggressor |
---|---|---|---|---|---|
2025-04-17T12:46:58.613 | SIM:ESM5 | Sell | 2 | 5342 | Aggressive |
2025-04-17T12:46:59.531 | SIM:ESM5 | Sell | 5 | 5342 | Aggressive |
2025-04-17T12:46:59.531 | SIM:ESM5 | Sell | 2 | 5341.75 | Aggressive |
2025-04-17T12:47:00.684 | SIM:ESM5 | Sell | 10 | 5342.25 | Aggressive |
2025-04-17T12:47:00.684 | SIM:ESM5 | Sell | 8 | 5342 | Aggressive |
2025-04-17T12:47:01.569 | SIM:ESM5 | Sell | 9 | 5342 | Aggressive |
2025-04-17T12:47:01.569 | SIM:ESM5 | Sell | 4 | 5342 | Passive |
2025-04-17T12:47:02.566 | SIM:ESM5 | Sell | 2 | 5342.25 | Aggressive |
2025-04-17T12:47:02.612 | SIM:ESM5 | Sell | 1 | 5342.5 | Passive |
2025-04-17T12:47:02.612 | SIM:ESM5 | Sell | 1 | 5342.5 | Passive |
2025-04-17T12:47:02.612 | SIM:ESM5 | Sell | 1 | 5342.5 | Aggressive |
2025-04-17T12:47:03.613 | SIM:ESM5 | Sell | 5 | 5342.75 | Aggressive |
Timestamp | Security | Side | LastShares | LastPrice | Aggressor |
---|---|---|---|---|---|
2025-04-17T12:46:04.522 | SIM:ESM5 | Sell | 1 | 5337.25 | Aggressive |
2025-04-17T12:46:06.413 | SIM:ESM5 | Sell | 2 | 5337 | Aggressive |
2025-04-17T12:46:06.442 | SIM:ESM5 | Sell | 1 | 5337.25 | Passive |
2025-04-17T12:46:06.443 | SIM:ESM5 | Sell | 1 | 5337.25 | Passive |
2025-04-17T12:46:08.43 | SIM:ESM5 | Sell | 5 | 5337.5 | Aggressive |
2025-04-17T12:46:08.434 | SIM:ESM5 | Sell | 1 | 5337.5 | Aggressive |
2025-04-17T12:46:10.43 | SIM:ESM5 | Sell | 11 | 5338 | Aggressive |
2025-04-17T12:46:10.46 | SIM:ESM5 | Sell | 2 | 5338 | Aggressive |
2025-04-17T12:46:11.429 | SIM:ESM5 | Sell | 9 | 5338.25 | Aggressive |
2025-04-17T12:46:11.429 | SIM:ESM5 | Sell | 8 | 5338 | Aggressive |
2025-04-17T12:46:12.519 | SIM:ESM5 | Sell | 1 | 5338.25 | Passive |
2025-04-17T12:46:12.519 | SIM:ESM5 | Sell | 1 | 5338.25 | Passive |
2025-04-17T12:46:12.519 | SIM:ESM5 | Sell | 2 | 5338.25 | Passive |
2025-04-17T12:46:12.519 | SIM:ESM5 | Sell | 1 | 5338.25 | Passive |
2025-04-17T12:46:14.614 | SIM:ESM5 | Sell | 4 | 5338.25 | Aggressive |
Timestamp | Security | Side | LastShares | LastPrice | Aggressor |
---|---|---|---|---|---|
2025-04-17T12:45:47.056 | SIM:ESM5 | Buy | 1 | 5333.25 | Aggressive |
2025-04-17T12:45:48.074 | SIM:ESM5 | Buy | 3 | 5333.5 | Aggressive |
2025-04-17T12:45:49.112 | SIM:ESM5 | Buy | 7 | 5333.5 | Aggressive |
2025-04-17T12:45:51.124 | SIM:ESM5 | Buy | 7 | 5334.25 | Aggressive |
2025-04-17T12:45:52.117 | SIM:ESM5 | Buy | 12 | 5334.5 | Aggressive |
2025-04-17T12:45:52.117 | SIM:ESM5 | Buy | 4 | 5334.75 | Aggressive |
2025-04-17T12:45:52.117 | SIM:ESM5 | Buy | 3 | 5334.5 | Aggressive |
2025-04-17T12:45:53.127 | SIM:ESM5 | Buy | 7 | 5334.75 | Aggressive |
2025-04-17T12:45:53.127 | SIM:ESM5 | Buy | 5 | 5335 | Aggressive |
2025-04-17T12:45:54.142 | SIM:ESM5 | Buy | 1 | 5335.25 | Aggressive |
Timestamp | Security | Side | LastShares | LastPrice | Aggressor |
---|---|---|---|---|---|
2025-04-17T12:44:54.112 | SIM:ESM5 | Buy | 1 | 5332.5 | Aggressive |
2025-04-17T12:44:55.057 | SIM:ESM5 | Buy | 3 | 5332.5 | Aggressive |
2025-04-17T12:44:56.066 | SIM:ESM5 | Buy | 5 | 5332.5 | Aggressive |
2025-04-17T12:44:57.128 | SIM:ESM5 | Buy | 3 | 5332.5 | Aggressive |
2025-04-17T12:44:58.112 | SIM:ESM5 | Buy | 5 | 5332 | Aggressive |
2025-04-17T12:44:58.112 | SIM:ESM5 | Buy | 5 | 5332.25 | Aggressive |
2025-04-17T12:44:59.121 | SIM:ESM5 | Buy | 3 | 5332 | Aggressive |
2025-04-17T12:44:59.121 | SIM:ESM5 | Buy | 12 | 5332.25 | Aggressive |
2025-04-17T12:45:00.121 | SIM:ESM5 | Buy | 5 | 5331.75 | Aggressive |
2025-04-17T12:45:00.121 | SIM:ESM5 | Buy | 8 | 5332 | Aggressive |
Timestamp | Security | Side | LastShares | LastPrice | Aggressor |
---|---|---|---|---|---|
2025-04-17T12:44:13.751 | SIM:ESM5 | Sell | 2 | 5331 | Aggressive |
2025-04-17T12:44:14.76 | SIM:ESM5 | Sell | 14 | 5331 | Aggressive |
2025-04-17T12:44:15.812 | SIM:ESM5 | Sell | 16 | 5331.25 | Aggressive |
2025-04-17T12:44:15.812 | SIM:ESM5 | Sell | 2 | 5331.25 | Aggressive |
2025-04-17T12:44:16.781 | SIM:ESM5 | Sell | 9 | 5331.5 | Aggressive |
2025-04-17T12:44:16.782 | SIM:ESM5 | Sell | 4 | 5331.5 | Passive |
2025-04-17T12:44:17.813 | SIM:ESM5 | Sell | 3 | 5331.75 | Aggressive |
Timestamp | Security | Side | LastShares | LastPrice | Aggressor |
---|---|---|---|---|---|
2025-04-17T12:44:01.053 | SIM:ESM5 | Buy | 1 | 5329.5 | Aggressive |
2025-04-17T12:44:02.112 | SIM:ESM5 | Buy | 5 | 5329.5 | Aggressive |
2025-04-17T12:44:03.112 | SIM:ESM5 | Buy | 7 | 5329.5 | Aggressive |
2025-04-17T12:44:04.112 | SIM:ESM5 | Buy | 3 | 5329.5 | Aggressive |
2025-04-17T12:44:05.147 | SIM:ESM5 | Buy | 8 | 5329.5 | Aggressive |
2025-04-17T12:44:05.147 | SIM:ESM5 | Buy | 1 | 5329.5 | Aggressive |
2025-04-17T12:44:06.136 | SIM:ESM5 | Buy | 11 | 5329.5 | Aggressive |
2025-04-17T12:44:06.136 | SIM:ESM5 | Buy | 4 | 5329.5 | Aggressive |
2025-04-17T12:44:07.145 | SIM:ESM5 | Buy | 10 | 5329 | Aggressive |
Timestamp | Security | Side | LastShares | LastPrice | Aggressor |
---|---|---|---|---|---|
2025-04-17T12:42:11.961 | SIM:ESM5 | Buy | 1 | 5328 | Aggressive |
2025-04-17T12:42:13.854 | SIM:ESM5 | Buy | 2 | 5328 | Aggressive |
2025-04-17T12:42:13.855 | SIM:ESM5 | Buy | 7 | 5328 | Aggressive |
2025-04-17T12:42:14.844 | SIM:ESM5 | Buy | 2 | 5328.5 | Aggressive |
2025-04-17T12:42:16.899 | SIM:ESM5 | Buy | 2 | 5328 | Aggressive |
2025-04-17T12:42:17.863 | SIM:ESM5 | Buy | 10 | 5327.75 | Aggressive |
2025-04-17T12:42:17.968 | SIM:ESM5 | Buy | 1 | 5327.5 | Passive |
2025-04-17T12:42:17.968 | SIM:ESM5 | Buy | 1 | 5327.5 | Aggressive |
2025-04-17T12:42:18.912 | SIM:ESM5 | Buy | 12 | 5327.75 | Aggressive |
2025-04-17T12:42:19.013 | SIM:ESM5 | Buy | 4 | 5327.75 | Aggressive |
2025-04-17T12:42:19.913 | SIM:ESM5 | Buy | 1 | 5327 | Aggressive |
2025-04-17T12:42:19.913 | SIM:ESM5 | Buy | 6 | 5327 | Aggressive |
2025-04-17T12:42:20.938 | SIM:ESM5 | Buy | 1 | 5326.75 | Aggressive |