A state government processing $3.8B in annual procurement had average cycle times of 127 days from requisition to award. Bid evaluation was manual and inconsistent, with no standardized scoring across agencies.

Post-award vendor performance was rarely tracked, meaning underperforming vendors continued to win contracts. 15% of contracts experienced significant scope or cost overruns. Small and disadvantaged business participation was at 8%, well below the 20% target.

The state needed faster, fairer procurement with data-driven vendor selection and post-award accountability.

The Solution

Agents that analyze requirements, research markets, evaluate bids, draft contracts, and monitor performance

Vijan.AI deployed 6 agents. The Requirement Analyzer structures purchase requests with standardized specifications and market estimates. The Market Research agent identifies qualified vendors including small and disadvantaged businesses. The Bid Evaluator scores proposals against weighted criteria with full traceability. The Contract Drafter generates agreement language from approved templates. The Approval Router manages authorization chains based on dollar thresholds. The Performance Monitor tracks vendor SLAs and deliverables post-award.

Autonomous Agents

How each agent reasons, decides, and acts

Step 1 · Grants

Grant Acquisition Agent

Competitive Grant Pursuit

Identifies and pursues federal and foundation grant opportunities to fund capital projects and programs, autonomously developing proposals in parallel with partnership development to maximize funding leverage.

Input

Grant opportunities with eligibility criteria and funding priorities

Output

Submitted grant applications with partnership commitments and match documentation

Queries grant portal databases for opportunities matching departmental priorities and community needs assessments
Invokes proposal builder to draft narratives, budgets, and logic models with evidence-based program designs
Autonomous decision: pursue as lead applicant, participate as subrecipient, or pass due to low win probability
Operates in parallel with Inter-Agency Partnership agent to secure collaborative commitments for stronger applications

Step 2 · Partnerships

Inter-Agency Partnership Agent

Inter-Agency Collaboration

Develops partnerships with other government agencies, nonprofits, and private sector for shared procurement and service delivery, autonomously negotiating agreements while coordinating with grant and compliance efforts.

Input

Collaboration opportunities with potential partners and shared objectives

Output

Executed memoranda of understanding with defined roles and resource commitments

Calls MOU system to draft agreements specifying cost-sharing, service responsibilities, and performance metrics
Invokes collaboration platform to coordinate joint procurement processes and shared service implementations
Autonomous decision: pursue formal partnership, execute pilot project, or maintain informal coordination
Runs in parallel with Grant Acquisition to provide partnership letters and Proposal Compliance for joint procurement evaluations

Step 3 · Compliance

Proposal Compliance Agent

Competitive Bid Evaluation

Manages competitive procurement processes ensuring compliance with public contracting laws, autonomously evaluating proposals and awarding contracts while operating in parallel with public outreach lane.

Input

Procurement solicitations with vendor proposals and evaluation criteria

Output

Contract awards with compliance documentation and protest response procedures

Calls eProcurement system to publish RFPs, receive sealed bids, and conduct public openings per procurement code
Executes evaluation matrix to score proposals on price, technical merit, and socioeconomic factors like MBE/WBE participation
Autonomous decision: award to lowest responsive bidder, negotiate with top-ranked proposer, or cancel and re-compete
Operates in parallel with Constituent Outreach to ensure procurement transparency and Diversity engagement in sourcing lane

Step 4 · Outreach

Constituent Outreach Agent

Community Engagement and Feedback

Conducts public outreach for major projects and policy initiatives, autonomously gathering constituent input and coordinating with communications team in parallel to ensure transparent governance.

Input

Projects requiring public input and stakeholder engagement plans

Output

Community feedback reports with sentiment analysis and participation metrics

Invokes CRM to segment constituents by interest area and send targeted outreach for public hearings and comment periods
Calls survey tool to collect feedback via online forms, town halls, and focus groups with representative sampling
Autonomous decision: incorporate feedback into project design, extend comment period, or document public opposition
Coordinates with Public Awareness agent in outreach lane to amplify engagement opportunities and publish results

Step 5 · Revenue

Revenue Recovery Agent

Revenue Optimization and Recovery

Maximizes non-tax revenue through fee optimization, cost recovery, and collections, autonomously identifying revenue opportunities while supporting parallel communication efforts for fee policy changes.

Input

Fee schedules, cost recovery analyses, and delinquent account data

Output

Optimized revenue with updated fee structures and recovered delinquencies

Queries billing system to analyze cost recovery rates for permits, recreation, utilities, and enterprise services
Executes collections tool to pursue delinquent accounts through payment plans, liens, and third-party agencies
Autonomous decision: adjust fees to full cost recovery, implement new revenue sources, or write off uncollectible debt
Coordinates with Public Awareness in outreach lane to communicate fee changes and payment assistance programs

Step 6 · Communications

Public Awareness Agent

Strategic Public Communications

Manages government communications strategy across media channels, autonomously coordinating messaging with outreach and revenue initiatives while monitoring public sentiment and feeding performance data.

Input

Communication priorities with key messages and target audiences

Output

Published content with reach metrics and sentiment analysis

Calls media platform to distribute press releases, social media posts, and public service announcements
Invokes social scheduler to time communications for maximum engagement and coordinate across departments
Autonomous decision: proactively communicate initiatives, respond to media inquiries, or issue crisis communications
Feeds contract performance and public satisfaction data back to procurement agents for supplier evaluation and improvement

Results

Measurable impact within 90 days of deployment

25%

Cost Savings

Procurement costs reduced through competitive sourcing, better vendor selection, and elimination of contract overruns.

52 days

Cycle Time

Average procurement cycle reduced from 127 to 52 days. Emergency purchases processed in under 5 days.

22%

Small Business Share

Small and disadvantaged business participation increased from 8% to 22%, exceeding the 20% target.

Zero

Cost Overruns

Contract cost overruns eliminated through performance monitoring and proactive vendor management.

Implementation

From pilot to production in 12 weeks

Week 1-4

Agent Design & Tool Integration

Defined agent capabilities, connected ML model, rules engine, graph DB, and chargeback API tools. Configured orchestrator routing logic.

Week 5-8

Shadow Mode & Autonomous Tuning

Agents ran in shadow mode on 10% of transactions. Tuned decision thresholds, tool call parameters, and feedback loop retraining frequency.

Week 9-12

Full Autonomous Deployment

Production rollout across all channels. Agents operating fully autonomously with human-in-the-loop for critical escalations only.

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