Predictive Analytics

By combining investment domain expertise with world-class mathematics and code, F9Analytics helps companies with predictive and prescriptive analytics that leverage pricing dynamics to maximize performance.

For example, companies might want to know:

  1. At what price do we maximize total revenue or total profit?
  2. What strategic menu of prices can we offer the market to increase demand?
  3. Given the value of a 60-month lease, what pricing structure(‘s) would provide an equivalent lease yielding 8.0% over 87-months?

From commercial real estate to multifamily residential, F9Analytics provides real estate companies with technologies that answer fundamental pricing questions that drive asset performance, from industrial, retail, and office, to apartments.

Enterprise Profit Management

Accretive by design: empowering apartment managers with the competitive advantage to outprice the market.

Active API Connection Stream
> Property Dashboard: Syncing pricing JSON [3, 4]
> Parkview Tower: POST /Pull-pricing [Expiring] [3, 5]
> Property Dashboard: Syncing pricing JSON [3, 4]
> Sunset Ridge Apts: POST /Pull-pricing [Expiring] [3, 5]
> Portfolio Flow Sync: Syncing pricing JSON [3, 4]
> Sunset Ridge Apts: POST /Pull-pricing [Expiring] [3, 5]
> Portfolio Flow Sync: Syncing pricing JSON [3, 4]

RealAccretive is the US Certified Enterprise Profit Management solution strategically designed to accomplish three important functions for the enterprise:

  1. Eliminates Antitrust Risk and Unfair Rental Fee Practices under FTC Rules
  2. Delivers immediate 90% Cost Savings compared to Stochastic AI
  3. Realigns Economic Pricing Decisions with Long-term Value Creation for Shareholders

The deterministic pricing engine maximizes returns where marginal revenue equals marginal cost, offering a scientific edge over legacy models. With constraint-based optimization built-in, the enterprise can effortlessly maximize price to include incentives, cost-of-capital, and business plan objectives.

High-performance orchestration allows the enterprise to execute global pricing automation at a record 6.34ms per unit with complete analytic tractability on portfolios of any scale. By leveraging standard Azure compute, it delivers up to 90% cost savings compared to probabilistic AI.

By replacing the random financial uncertainty of AI, with the tractable certainty of rule-based logic, the enterprise ensures maximum transparency and steadfast strategic governance.

Official Documentation

  • Mathematical Certainty: Replaces unpredictable AI outputs with the tractable certainty of rule-based logic.
  • 90% Cost Savings:Leverages standard Azure compute to cut operational costs by up to 90% compared to AI models.
  • Ultra-Low Latency:Executes global pricing automation at an industry-leading 6.34ms per unit (including both Benchmark New & Renewal Options)
  • Infinite Scalability:Orchestrates portfolio pricing at any scale with complete analytic tractability.
  • Strategic Alignment:Factors in cost-of-capital, custom incentives, and business plan objectives.
  • Audit-Ready Transparency:Eliminates AI’s "black box" financial risk by guaranteeing financial inputs are tractable to model outputs.
  • Enterprise Data Control:Azure Storage on your Tenant means you have the option to control your data.
  • MR=MC Pricing Engine:Built-in profit maximization for scientifically proven margin expansion.
  • 100% Flow-Through Rate:Outperforms revenue-only pricing, by increasing the profit flow-through rate from 70% to 100%.
  • Constraint-Based Optimization:Customize pricing, with real-time constraint-based optimization that ensures every pricing offer is accretive.
  • Native Azure Architecture:Utilizes standard Azure compute resources for elite efficiency and ease of deployment.

RealAccretive connects enterprise profit management with automation workflows so organizations can retrieve pricing information and synchronize portfolio updates through secure, authenticated operations. It allows multifamily operators to trigger high-speed, deterministic pricing orchestration directly within custom workflows.

  • Pull Portfolio Pricing: Retrieves portfolio pricing for all expiring units from RealAccretive.
  • Pull Portfolio Updates: Retrieves portfolio updates from RealAccretive.
  • Push Portfolio Updates: Sends portfolio updates to RealAccretive.

Required OAuth Scope:
https://F9Analytics.onmicrosoft.com/9ebd79ad-3237-4d0f-94bf-219c2d78e3d2/API.Access

This connector is supported and accessible across the following cloud platforms, service tiers, and regional availability matrices:

Product / Service Class Service Tier Regional Exclusions / Limitations
Copilot Studio Premium All Power Automate regions except:
  • US Government (GCC)
  • US Government (GCC High)
  • China Cloud operated by 21Vianet
  • US Department of Defense (DoD)
Power Automate Premium All Power Automate regions except:
  • US Government (GCC)
  • US Government (GCC High)
  • China Cloud operated by 21Vianet
  • US Department of Defense (DoD)
Power Apps Premium All Power Apps regions except:
  • US Government (GCC)
  • US Government (GCC High)
  • China Cloud operated by 21Vianet
  • US Department of Defense (DoD)
Logic Apps Standard All Logic Apps regions except:
  • Azure Government regions
  • Azure China regions
  • US Department of Defense (DoD)

Prerequisites

To use this connector in your workflows the system configuration must include:

  • An active, licensed RealAccretive enterprise account.
  • Authorized administrative access to the RealAccretive service.
  • OAuth 2.0 credentials registered within a Microsoft Dynamics 365 (ERP).

Authentication Method

The connector relies strictly on the OAuth 2.0 Authorization Code Flowprotocol for secure, authenticated operations.

Obtaining Credentials

Contact your dedicated RealAccretive administrator or technical support team to request service clearance and retrieve the OAuth 2.0 client IDs and tenant settings.

Required API Access Scope

Configure your Azure application authorization scopes to include:

https://F9Analytics.onmicrosoft.com/9ebd79ad-3237-4d0f-94bf-219c2d78e3d2/API.Access

Follow these progressive steps to deploy RealAccretive to your cloud ecosystem:

  1. Purchase Active Subscription: Acquire a valid subscription license via the Microsoft Commercial Marketplace at the RealAccretive Azure Portal.
  2. Query Connector: Within Microsoft Dynamics 365 (ERP), search for the RealAccretive Custom Connector within your flow.
  3. Establish Connection: Complete the secure login prompt to verify authentication against the F9Analytics ID layer.
  4. Orchestrate Flows: Place any supported actions (Pull/Push) directly inside standard workflow schemas to start pricing.

Frequently Asked Questions

Q: Why does the ReaAccretive transactable offer simplify procurement for an enterprise?
A: It consolidates purchasing through the enterprise's existing Microsoft Azure Consumption Commitment (MACC). This allows companies to use pre-allocated cloud spend to buy third-party software directly, reducing new vendor onboarding friction.

Q: How does RealAccretive streamline vendor management?
A: It unifies billing by placing the software purchase directly onto the enterprise's existing Microsoft invoice. This eliminates the need to manage multiple vendor invoices and simplifies accounting workflows.

Q: What does RealAccretive do to simplify the vendor licensing agreement?
A: By utilizing the standard Microsoft licensing framework Microsoft Standard Agreement, RealAccretive drastically accelerates legal procurement and minimizes compliance risks.

Q: Explain how RealAccretive accelerates the software deployment process?
A: It automates licensing and provisioning through pre-configured cloud infrastructure. Enterprises can immediately deploy verified solutions into their environment, cutting down typical enterprise procurement delays.

Q: Why are F9Analytics proprietary algorithms superior to stochastic AI in finance?
A: Where AI is making probabilistic guesses that change randomly, F9Analytics algorithms use domain specific applied mathematics, so decisions are tractable and certain.

Q: Why is the F9Analytics innovation “moat”, in domain specific proprietary algorithms, more valuable than data?
A: The common misconception is that "data is the new moat". However; in modern symbolic artificial intelligence, raw data is rarely a defensible barrier – data is simply a commodity that can be bought. Instead, a company’s true economic advantage is fortified by proprietary algorithms and how they solve domain specific problems with that data.

Q: What external libraries like Python or MATLAB do you use for your internal algorithms?
A: None. If one understands the underlying mathematics then the algorithmic orchestration and speed of execution can be significantly improved by exploiting the machine arithmetic surrounding the problems.

Q: When one compares RealAccretive to AI, what is the best philosophical explanation without the math?
A: The following video and interactive demonstration provides what one can consider an irrefutable argument.

Q: What differentiates next-generation expert systems like RealAccretive from AI?
A: The table below summarizes the differences in both computational accuracy, speed, and operating costs.

Domain-Specific Deterministic Algorithms (RealAccretive) Probabilistic AI / Large Language Models Why Deterministic Systems Outperform AI
100% Exact & Repeatable
  • Error rate is virtually 0% (limited only by computer hardware capabilities).
  • Eliminates pricing enigmas, where prices change although the underlying inputs and data remain unchanged.
  • Guarantees identical, auditable, and reproducible results every single run.
Fragile & Unpredictable
  • Prone to compounding errors, where tiny rounding mistakes multiply across multi-step calculations.
  • Frequently fails on complex percentage chains, logic orchestration, and currency rounding.
  • Performance degrades sharply on deeper numerical tasks (e.g., standard models failing 5-digit multiplication).
Certainty vs. Uncertainty
Deterministic programs follow exact arithmetic logic gates with certainty. AI models do not calculate; they make probabilistic guesses based on word patterns, leading to frequent and silent mathematical uncertainties.
Lightning Fast & Consistent
  • Processes math equations in microseconds (under 10 milliseconds, often under 1 microsecond).
  • Execution speed is highly predictable and stable even under intense system stress.
  • Runs locally without being bottlenecked by network queries or remote server latency.
Slow & Inconsistent
  • Takes 200 to 800 milliseconds (or more) per calculation response.
  • Speed varies depending on internet traffic, server congestion, and the size of the model.
  • Requires heavy computing power just to compute a single output token.
No Extra Baggage
A deterministic algorithm executes only the minimal mathematical operations required to solve the task. AI has to evaluate billions of neural weights and language parameters just to output a single number.
Incredibly Cheap
  • Requires no training data, model fine-tuning, or massive server configurations.
  • Runs easily on low-power, cheap, standard computer processors.
  • Protects against financial loss from automated system errors.
Extremely Expensive
  • Training or custom fine-tuning of AI models can cost between $15,000 and $80,000.
  • Demands specialized, energy-hungry computer chips (GPUs) to run.
  • Calculation errors are highly costly, averaging $14,000 per incident in corporate damage.
Zero Waste
Deterministic programs run on basic local resources with no ongoing training costs. AI demands massive, highly expensive data centers and introduces significant, expensive liability risks when errors slip through.

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