Building an AI-Powered Government Contracting Pipeline

How Applied Future Technologies combined AI, Microsoft Dynamics 365, SharePoint, and automation to turn hours of manual solicitation research into a streamlined business development workflow.

The Challenge of AI Government Contracting

For government contractors, finding opportunities is only the beginning.

Every solicitation must be reviewed to determine whether it aligns with the company's capabilities, contract experience, technical strengths, and business strategy. Solicitation packages may contain multiple documents and attachments that must be reviewed before a meaningful bid/no-bid decision can be made.

At Applied Future Technologies, the initial review of a single solicitation could take approximately 20–30 minutes.

Multiply that across opportunities from SAM.gov, BidNet, state and local procurement portals, and other sources, and opportunity qualification becomes a significant business development workload.

AFT saw an opportunity to solve its own challenge using the same technologies and modernization principles it brings to its customers.

The Solution

AFT designed and built an AI-enabled government contracting business development pipeline that combines automated solicitation discovery, artificial intelligence, Microsoft SharePoint, Microsoft Dynamics 365, and workflow automation.

The objective was not to remove people from the decision-making process.

It was to automate the repetitive work surrounding that decision so AFT's business development team could focus its time on determining which opportunities are actually worth pursuing.

Automated Solicitation Discovery

The solution automatically collects opportunities from procurement sources including SAM.gov and BidNet, with additional state and local procurement sources being incorporated into the system.

AFT currently runs the solicitation process once daily based on its business requirements, although the architecture allows the processing schedule to be adjusted as needed.

Rather than requiring the business development team to repeatedly search individual procurement websites, new opportunities are consolidated into an automated pipeline.

AI-Powered Opportunity Analysis

Once solicitation information and associated documents are collected, AI performs the first level of opportunity analysis.

The system evaluates solicitation requirements against AFT's corporate capabilities statement and generates structured decision-support information.

Depending on the opportunity, the analysis can evaluate factors such as:

• Capability alignment

• Past-performance relevance

• Personnel and certification requirements

• Technology alignment

• Customer and market considerations

• Contract and delivery fit

• Competitive differentiation

• Risks and capability gaps

• Potential partnering requirements

The system then generates an opportunity score and recommendation to assist AFT's business development team in determining whether an opportunity warrants further review.

Recommendations can identify opportunities that appear suitable for pursuit as well as opportunities where a teaming or strategic partner may be necessary.

From Hundreds of Pages to Actionable Intelligence

For each analyzed solicitation, the system creates a dedicated workspace within AFT's SharePoint business development environment.

The workspace brings together the original solicitation documents and attachments while also creating AI-generated intelligence, including:

• A solicitation summary

• Detailed opportunity analysis

• Structured metadata

• Capability-alignment information

• Identified gaps and risks

• Partnering considerations

• Bid questions

• Recommendation rationale

Instead of beginning with a collection of raw procurement documents, AFT's business development team begins with organized information and an AI-generated assessment of the opportunity.

Intelligence Delivered Directly to the BD Team

The system generates a scheduled pipeline report and delivers it directly to the business development team.

The report identifies opportunities that have been processed, those requiring additional review, and those meeting qualification criteria.

This provides AFT leadership with a consolidated view of new opportunities without requiring staff to continuously monitor multiple procurement portals.

Human-in-the-Loop Decision Making

AFT deliberately retained human oversight at the most important point in the workflow.

AI analyzes. AFT decides.

The AI-generated analysis supports the decision but does not independently determine whether AFT will pursue an opportunity.

A business development professional reviews the solicitation, the AI analysis, AFT's strategic fit, potential partners, and other relevant factors before making the qualification decision.

This human-in-the-loop approach combines the speed of artificial intelligence with professional judgment and organizational knowledge.

From Qualification to Dynamics 365

Once an opportunity is qualified for pursuit, the solicitation is moved into AFT's customized Microsoft Dynamics 365 Sales environment.

AFT transformed the traditional CRM opportunity record into a government-contracting-specific capture environment.

The system tracks information such as:

• Solicitation number and type

• Procuring customer

• Opportunity source

• Contract vehicle

• Incumbent contractor

• NAICS code

• Customer type

• Opportunity role

• Priority

• Current situation

• Customer need

• Proposed solution

• Questions deadline

• Pre-bid meeting

• Final draft deadline

• Proposal due date

• Submission date

• Estimated award date

The opportunity then progresses through AFT's defined business development lifecycle:

Qualify → Develop → Propose → Close

AI-Assisted Opportunity Intake

AFT also incorporated AI into the Dynamics 365 side of the workflow.

After AFT manually qualifies an opportunity and places the RFP into the pipeline, AI assists with extracting solicitation information and populating the Dynamics opportunity record.

This reduces another significant source of repetitive administrative work while giving the business development team structured information for capture and proposal development.

Dynamics also provides dedicated areas for capture activities, proposal development, quotes, files, deadlines, and opportunity management.

The Results

The impact on AFT's solicitation review process was immediate.

A process that previously required approximately 20–30 minutes of initial review per solicitation can now be completed in just a few minutes.

The solution also:

• Reduces repetitive solicitation research

• Consolidates opportunity discovery

• Organizes solicitation documents automatically

• Provides AI-generated summaries and analysis

• Creates consistent opportunity qualification criteria

• Identifies capability gaps earlier

• Highlights potential partnering requirements

• Reduces manual CRM data entry

• Centralizes business development information

• Allows AFT to evaluate more opportunities without proportionally increasing administrative workload

Most importantly, automation allows AFT's business development professionals to spend less time gathering information and more time applying judgment to the opportunities that matter.

Built by AFT. Used by AFT.

This solution began with an internal business problem.

AFT's business and technical leadership mapped the existing solicitation and business development process, identified its most time-consuming activities, and designed a future-state workflow that combined AI, automation, Microsoft 365, SharePoint, and Dynamics 365.

AFT then engineered and deployed that solution within its own business development operation.

The result is not a demonstration environment or theoretical AI use case.

It is a working solution AFT uses to run its own business.

Technology Stack

The solution leverages technologies across the Microsoft ecosystem, including:

Microsoft Dynamics 365 Sales | Microsoft SharePoint | Microsoft 365 | Microsoft Power Platform | Workflow Automation | Artificial Intelligence

The architecture also provides a foundation for continued automation as AFT expands procurement-source integrations and further connects solicitation qualification with downstream opportunity management.

What This Means for Our Clients

Organizations do not necessarily need another standalone AI application.

Often, the greatest opportunity is to introduce intelligence and automation into the systems and processes they already use.

AFT helps organizations identify repetitive work, redesign inefficient processes, connect existing systems, and introduce AI where it can create measurable operational value.

Our approach starts with the business problem—not the technology.

Discover the process. Identify the bottleneck. Design the solution. Automate what makes sense. Keep people in control. Measure the result.

Ready to Find the AI Opportunities Inside Your Business?

Applied Future Technologies can help your organization identify processes that can be streamlined through AI, automation, Microsoft Dynamics 365, Microsoft 365, SharePoint, and the Power Platform.

Let's turn repetitive work into intelligent workflows.