⚡

Active Development

EV_LV - Grant Intelligence Platform

AI-powered EV charging infrastructure research platform for LAW Ventures. Site selection, feasibility analysis, ROI calculations, and grant application support across $300M+ in funding programs.

Features AVA, a specialized AI agent with 12+ tools for grant intelligence, replacing $195K+ in traditional development costs.

Strands SDKClaude APIMCP ServersFine-tuned LLMN8NNREL API

24,500+

Lines of Code

15x

Faster Than Traditional

$148M+

Grant Programs Tracked

Cost per Report (Local AI)

Development Metrics

Build Statistics


┌──────────────────────────────────────────────────────────────────────┐
│                      EV_LV PLATFORM METRICS                          │
├──────────────────────────────────────────────────────────────────────┤
│                                                                       │
│  CODEBASE                              EFFICIENCY                     │
│  ────────                              ──────────                     │
│  Total Lines:       24,500             Traditional Est:   2,880 hrs   │
│  Files Created:     187                Actual Time:       192 hrs     │
│  API Integrations:  8                  Efficiency:        15x faster  │
│  MCP Tools:         12                 Delivery:          24 days     │
│  Automations:       24                 vs Traditional:    6 months    │
│                                                                       │
│  LINES BY MODULE                                                      │
│  ───────────────                                                      │
│  Backend/API        ████████████████████████████████░░  8,200 (33%)  │
│  AI Agent (AVA)     ██████████████████████████░░░░░░░░  6,400 (26%)  │
│  Frontend/UI        ████████████████████░░░░░░░░░░░░░░  4,900 (20%)  │
│  MCP Tools          ███████████████░░░░░░░░░░░░░░░░░░░  3,200 (13%)  │
│  Automation/N8N     ██████░░░░░░░░░░░░░░░░░░░░░░░░░░░░  1,800 (8%)   │
│                                                                       │
│  APIs: NREL | ChargeHub | Grants.gov | ComEd | WattTime | AFDC       │
│  OUTPUT: 127 lines/hour | 1,020 lines/day                            │
│                                                                       │
└──────────────────────────────────────────────────────────────────────┘

2,880 hrs

Traditional Estimate

6 months, full team

192 hrs

A_Development Actual

24 days, solo

93%

Time Saved

15x efficiency gain

Grant Intelligence

Tracked Funding Programs

Real-time tracking of federal, state, and utility incentive programs for EV charging infrastructure.

$148M

NEVI

Federal EV corridor program, 150kW+ DCFC

$20M

CEJA Round 3

Illinois state, 80% coverage, EJ priority

$100M

ComEd EV Programs

Utility rebates $2K-$180K per project

Federal

CFI

Charging & Fueling Infrastructure

Federal

USDA REAP

Rural energy grants

Platform Capabilities

Comprehensive toolset for EV charging site analysis and grant application support.

🔍Live

Grant Intelligence

Track NEVI ($148M IL allocation), CEJA ($20M), ComEd ($100M), CFI, and USDA REAP programs with real-time eligibility matching.

🤖Live

AVA Agent

AI-powered assistant with 12+ specialized tools for grant research, rebate calculations, ICC certification checking, and grant stacking validation.

📊Live

Site Analysis

Automated feasibility analysis with ROI calculations, competition analysis via NREL API, and corridor gap identification.

🎙️Live

Audio Reports

Podcast-style AI-generated reports using local Ollama models. Zero API cost with fine-tuned grant narrative generation.

📑Live

Expert Consensus

5-expert weighted scoring system analyzing financial, market, compliance, technical, and competitive factors.

🔗Live

N8N Automation

Workflow automation for daily summaries, help requests, session capture, and client communication.

AI Agent

AVA - Grant Intelligence Agent

AVA is a specialized AI agent built with the Strands SDK and Claude API. It provides agentic tool-calling capabilities for grant research, rebate calculations, compliance checking, and narrative generation.

4-Tier Agent Architecture (Master → Domain → API → Orchestrator)

5-Expert Weighted Consensus System

Fine-tuned Narrative Model (Qwen3-1.7B, $0/generation)

ava-tools.ts

query_knowledge_baseAccess grant program details

calculate_comed_rebatesCalculate exact ComEd rebates

check_icc_requirementsICC certification compliance

explain_hourly_pricingComEd Hourly Pricing guidance

validate_grant_stackingValidate program combinations

analyze_nrel_stationsCompetition & gap analysis

generate_grant_narrativeFine-tuned narrative generation

consult_market_intel_expertCompetitive intelligence

Technology Stack

backend

Node.jsExpressPythonFlaskSQLitePostgreSQL

ai

Claude APIStrands SDKOllamaFine-tuned LLMsMCP Servers

apis

NRELChargeHubChargePointGrants.govComEdAFDCWattTime

frontend

HTML5JavaScriptVue.jsChart.js

infrastructure

RailwayGitHub CodespacesN8NDocker

Future Development

AVA Enhancement Roadmap

Transforming AVA into a proactive, memory-enabled, multi-modal grant intelligence agent.

Phase 1

Memory System

In Progress

Persistent context with MCP memory, user profiles, cross-session learning

Phase 2

Multi-Modal

Planned

Voice I/O with ElevenLabs, document analysis, PDF processing

Phase 3

Context Continuity

Planned

Conversation threading, semantic search, enhanced history

Phase 4

Consumer Integration

Planned

Public-facing product with AVA backend integration

Phase 5

Learning System

Future

Outcome tracking, feedback loops, quarterly model retraining

Business Impact

$195K+

Development Costs Avoided

Custom AI platform vs enterprise solutions

24 Days

Time to Production

From concept to deployed platform

$0/Report

Local AI Cost

Fine-tuned Ollama models, unlimited generation

Need a Similar Platform?

I build custom AI-powered research and intelligence platforms for businesses.

Start a Project View AI Agents