Legal Disclaimer
Important legal information regarding the use of the PulseGrid™ platform, its data, analyses, and all generated outputs.
THIS PLATFORM AND ALL DATA, SCORES, ANALYSES, RECOMMENDATIONS, AND OUTPUTS GENERATED HEREIN ARE PRESENTED SOLELY AS AN ACADEMIC PROPOSITION AND FOR INFORMATIONAL AND EDUCATIONAL PURPOSES ONLY.
Nothing on this platform constitutes financial advice, investment advice, trading advice, or any other form of professional advice. The PulseGrid™ platform, its PG-MIM™ (PulseGrid™ Market Impact Model) scoring engine, and all derived data, outputs, visualizations, scenario simulations, historical replays, and AI-generated analyses are not intended to be, and shall not be construed as, a recommendation to buy, sell, hold, or otherwise transact in any security, commodity, currency, cryptocurrency, derivative, or any other financial instrument.
All risks are borne solely and exclusively by the user. By accessing and using this platform, you acknowledge and agree that:
- You are solely responsible for your own investment decisions and any consequences thereof. TRAYAZ, LLC, its affiliates, officers, directors, employees, agents, and licensors shall not be liable for any losses, damages, or costs arising from your reliance on any information provided by this platform.
- The scores, predictions, and analyses generated by the PG-MIM model are based on mathematical algorithms applied to publicly available data and are inherently uncertain. Past performance, whether actual or simulated through historical replay, is not indicative of future results.
- The platform may contain errors, inaccuracies, or omissions. Data sourced from third-party providers (including but not limited to market data feeds, news sources, and economic indicators) may be delayed, incomplete, or inaccurate.
- No representation or warranty, express or implied, is made regarding the accuracy, completeness, reliability, suitability, or availability of the platform or the information, products, services, or related graphics contained on the platform for any purpose.
- You should consult with a qualified, licensed financial advisor before making any investment decisions. This platform does not provide personalized investment advice and does not take into account your individual financial circumstances, risk tolerance, or investment objectives.
- The use of artificial intelligence and large language models (LLMs) for event classification, sentiment analysis, and copilot reasoning introduces additional uncertainty. AI-generated content may contain hallucinations, biases, or errors.
- Algorithm Methodology: The PG-MIM scoring engine uses a multi-dimensional parametric model with six sub-scores (Event Impact, Exposure, Sentiment Shift, Market Confirmation, Macro Compatibility, and Uncertainty). The Market Confirmation sub-score uses a divergence-based methodology that rewards cases where the event thesis has not yet been reflected in price action. This contrarian approach is designed to identify early-detection opportunities but may generate signals that conflict with current market consensus. Scores are smoothed using Exponential Moving Average (EMA) filtering and recommendation hysteresis to reduce noise, but these techniques cannot eliminate all false signals.
- Multi-Horizon Validation: Historical replay validates scores at multiple forward horizons (1, 5, 10, and 20 trading days). The reported "optimal horizon" is determined by in-sample testing and may not persist out-of-sample. Accuracy metrics are computed using historical data that was available to the scoring engine at the time of computation and do not constitute forward-looking performance guarantees.
BY USING THIS PLATFORM, YOU EXPRESSLY ACKNOWLEDGE THAT YOU HAVE READ, UNDERSTOOD, AND AGREE TO BE BOUND BY THIS DISCLAIMER. IF YOU DO NOT AGREE WITH ANY PART OF THIS DISCLAIMER, YOU MUST IMMEDIATELY CEASE USING THE PLATFORM.
This disclaimer is governed by and construed in accordance with the laws of the United States. Any disputes arising out of or in connection with this disclaimer shall be subject to the exclusive jurisdiction of the courts of the United States.
PulseGrid™ aggregates data from the following third-party sources. TRAYAZ, LLC does not own, control, or guarantee the accuracy of data provided by these sources:
| Source | Data Type | Usage |
|---|---|---|
| Yahoo Finance | Market prices, volume, fundamentals | Real-time and historical market data |
| FRED (Federal Reserve) | Economic indicators | Macroeconomic dashboard and scoring |
| News RSS Feeds | Event headlines | Event ingestion and classification |
| LLM Providers | AI-generated analysis | Event classification, sentiment, copilot |
All trademarks, service marks, and trade names referenced herein are the property of their respective owners.
IN NO EVENT SHALL TRAYAZ, LLC, ITS AFFILIATES, OFFICERS, DIRECTORS, EMPLOYEES, AGENTS, OR LICENSORS BE LIABLE FOR ANY INDIRECT, INCIDENTAL, SPECIAL, CONSEQUENTIAL, OR PUNITIVE DAMAGES, INCLUDING WITHOUT LIMITATION, LOSS OF PROFITS, DATA, USE, GOODWILL, OR OTHER INTANGIBLE LOSSES, RESULTING FROM:
- Your access to or use of (or inability to access or use) the platform
- Any conduct or content of any third party on the platform
- Any content obtained from the platform
- Unauthorized access, use, or alteration of your transmissions or content
- Investment decisions made based on information provided by the platform
THE TOTAL LIABILITY OF TRAYAZ, LLC FOR ALL CLAIMS ARISING OUT OF OR RELATING TO THE USE OF THE PLATFORM SHALL NOT EXCEED THE AMOUNT PAID BY YOU, IF ANY, FOR ACCESSING THE PLATFORM DURING THE TWELVE (12) MONTHS PRECEDING THE CLAIM.
The PulseGrid platform includes features that compare PG Signal (the platform's proprietary parametric signal) against Market Signal (an AI/LLM-derived consensus from publicly available financial sources). These features include, but are not limited to: the Divergence History chart, the Divergence Leaderboard, the PulseGrid Accuracy Tracker, the Divergence Backtest Strategy, and the Signal Divergence Watch section of email digests.
Divergence analysis does not constitute a trading recommendation. A divergence between PG Signal and Market Signal indicates a disagreement between two analytical models, not a guaranteed market opportunity. Users must not interpret divergence events, severity classifications, or accuracy metrics as buy, sell, or hold recommendations.
Accuracy metrics are retrospective and subject to significant limitations. The Accuracy Tracker computes prediction accuracy using a fixed look-ahead observation window (up to 10 subsequent data points). This heuristic may not capture longer-term convergence or divergence patterns. Accuracy rates are sensitive to the observation window length, the number of tracked instruments, and the volume of available signal history. Small sample sizes may produce statistically unreliable accuracy estimates.
Past accuracy does not predict future performance. Historical accuracy rates, whether displayed on the Accuracy Tracker page, in case study reconstructions, or in backtest results, reflect performance under specific historical conditions that may not recur. Market regimes, geopolitical environments, and data availability change over time, and the model's predictive power may vary accordingly.
Market Signal is derived from third-party sources. The Market Signal consensus is synthesized by large language models from publicly available financial commentary, analyst reports, and market data. It may contain errors, biases, or omissions inherent in the source material or introduced during AI synthesis. TRAYAZ, LLC does not guarantee the accuracy, completeness, or timeliness of Market Signal data.
Divergence backtesting is hypothetical. The Divergence Backtest Strategy simulates trading based on historical divergence events. Results are hypothetical, do not account for transaction costs, slippage, liquidity constraints, or market impact, and do not represent actual trading performance. Hypothetical results have inherent limitations and should not be relied upon as indicators of future returns.
PulseGrid™, PG-MIM™ (PulseGrid™ Market Impact Model), PG Score™, PG Signal™, and all associated logos, names, marks, algorithms, scoring methodologies, and documentation are the intellectual property of TRAYAZ, LLC. Unauthorized reproduction, distribution, reverse engineering, or commercial use of any content, algorithms, or data from this platform is strictly prohibited without prior written consent from TRAYAZ, LLC.
The PG-MIM™ scoring algorithm, its variable taxonomy, weighting system, and composite scoring methodology are proprietary. Any attempt to replicate, derive, or commercially exploit these methodologies without authorization constitutes a violation of intellectual property law.
The following marks are trademarks of TRAYAZ, LLC. Use of these marks without prior written authorization from TRAYAZ, LLC is strictly prohibited.
| Mark | Full Name | Description |
|---|---|---|
| PulseGrid™ | PulseGrid | The name of the parametric market intelligence platform developed and operated by TRAYAZ, LLC. Encompasses the entire software application, its user interface, data pipelines, and all associated services. |
| PG-MIM™ | PulseGrid Market Impact Model | The proprietary multi-dimensional scoring engine at the core of the PulseGrid™ platform. PG-MIM™ ingests event data, market signals, and macroeconomic indicators to produce composite impact scores through six parametric dimensions: Event Impact (EIS), Exposure (ES), Sentiment Shift (SSS), Market Confirmation (MCS), Macro Compatibility (MaCS), and Uncertainty (US). |
| PG Score™ | PulseGrid Composite Score | The raw numeric output of the PG-MIM™ scoring engine, normalized to a range of [-100, +100]. The PG Score™ provides granular quantitative insight into the net directional pressure on a given financial instrument, integrating all six sub-score dimensions. A score of -50 conveys substantially more bearish severity than -15, even though both may yield a "Sell" PG Signal™. The PG Score™ is the foundation upon which the PG Signal™ is derived. |
| PG Signal™ | PulseGrid Trading Signal | The categorical actionable recommendation derived from the PG Score™ and the model's confidence level. PG Signal™ translates the continuous numeric PG Score™ into one of five discrete categories: Strong Buy, Buy, Hold, Sell, or Strong Sell. The signal incorporates both score magnitude and statistical confidence, requiring high conviction on both dimensions before issuing a Strong Buy or Strong Sell. PG Signal™ represents PulseGrid's independent, event-driven assessment and may diverge from the broader Market Signal consensus when the PG-MIM™ engine detects material factors not yet reflected in mainstream analyst sentiment. |
The ™ symbol denotes an unregistered trademark claimed under common law by TRAYAZ, LLC. These marks have not been registered with the United States Patent and Trademark Office (USPTO). Registration may be pursued in the future, at which point the ™ symbol will be replaced with the ® (registered trademark) symbol where applicable.
All other trademarks, service marks, and trade names referenced on this platform are the property of their respective owners and are used for identification purposes only.