Ultra-Low-Cost AI Architecture

getConnectWiseUsers($clientId);
        
        $analysis = [
            'total_users' => count($users),
            'active_users' => 0,
            'inactive_users' => 0,
            'privileged_users' => 0,
            'compliance_score' => 0
        ];
        
        foreach ($users as $user) {
            // Rules-based analysis (no AI)
            if ($this->isUserActive($user)) {
                $analysis['active_users']++;
            } else {
                $analysis['inactive_users']++;
            }
            
            if ($this->isPrivilegedUser($user)) {
                $analysis['privileged_users']++;
            }
        }
        
        // Simple rule-based scoring
        $analysis['compliance_score'] = $this->calculateComplianceScore($analysis);
        
        // Only use AI if score is borderline (5% of cases)
        if ($analysis['compliance_score'] >= 60 && $analysis['compliance_score'] <= 80) {
            $analysis['ai_review'] = $this->requestAIReview($analysis);
        }
        
        return $analysis;
    }
    
    private function calculateComplianceScore($analysis) 
    {
        $score = 100;
        
        // Rule: Inactive users reduce score
        $inactiveRatio = $analysis['inactive_users'] / $analysis['total_users'];
        if ($inactiveRatio > 0.1) $score -= 20; // > 10% inactive = -20 points
        
        // Rule: Too many privileged users
        $privilegedRatio = $analysis['privileged_users'] / $analysis['total_users'];
        if ($privilegedRatio > 0.3) $score -= 15; // > 30% privileged = -15 points
        
        return max(0, $score);
    }
}

// Asset Inventory (NO AI NEEDED)
class AssetInventoryCollector 
{
    public function collectAssets($clientId) 
    {
        // Collect from multiple sources
        $cwAssets = $this->getConnectWiseAssets($clientId);
        $auvikAssets = $this->getAuvikAssets($clientId);
        
        // Rule-based deduplication (no AI)
        $consolidated = $this->deduplicateAssets($cwAssets, $auvikAssets);
        
        return [
            'total_assets' => count($consolidated),
            'hardware_assets' => $this->countByType($consolidated, 'hardware'),
            'software_assets' => $this->countByType($consolidated, 'software'),
            'network_assets' => $this->countByType($consolidated, 'network'),
            'coverage_score' => $this->calculateCoverage($consolidated),
            'assets' => $consolidated
        ];
    }
    
    private function deduplicateAssets($source1, $source2) 
    {
        $seen = [];
        $result = [];
        
        foreach (array_merge($source1, $source2) as $asset) {
            $key = $this->generateAssetKey($asset);
            if (!isset($seen[$key])) {
                $seen[$key] = true;
                $result[] = $asset;
            }
        }
        
        return $result;
    }
}
?>