README

使用AI LLMs分析数据并获取洞察和图表，以改善您的业务特定领域。默认LLM是OpenAI，但您也可以使用其他LLM。

要求

PHP >=8.1
Laravel >= 10

开始使用

通过Composer包管理器安装 iazaran/ai-insights

composer require iazaran/ai-insights

可选，发布配置文件

php artisan vendor:publish --provider="AIInsights\Providers\AIInsightsServiceProvider"

设置.env配置。您可以从这里获取您的OpenAI API密钥。其他配置为可选。

AI_BASE_URL=""
AI_CHAT_PATH=""
AI_IMAGE_PATH=""
AI_API_KEY=""
AI_ORGANIZATION=""
AI_PROJECT=""
AI_MODEL=""
AI_IMAGE_MODEL=""
AI_MAX_TOKENS=""
AI_TEMPERATURE=""
AI_INSIGHTS_DEFAULT_GOAL=""
AI_IMAGE_SIZE=""

使用AIInsightsProcessor类分析您的数据。默认情况下，它将使用您的数据库中的最后几行

$businessType = 'Retail';
$goal = 'Increase sales';
$tables = ['orders', 'products'];
$limit = 5;
$insights = AIInsightsProcessor::analyze($businessType, $goal, $tables, $limit);

如果使用OpenAI，样本响应可能如下所示

[
    'insights' => [
        [
            'index' => 0,
            'message' => [
                'role' => 'assistant',
                'content' => "Based on the provided data from the 'orders' and 'products' tables, here are some insights to improve your Retail business and increase sales:\n\n1. Focus on promoting high-margin products: The data shows that Product A has a higher profit margin compared to other products. Consider running targeted marketing campaigns for this item.\n2. Implement a loyalty program: Analyzing customer purchase history reveals repeat buyers. Introduce a loyalty program to incentivize these customers and encourage more frequent purchases.\n3. Optimize inventory management: The product data indicates some items have low stock levels. Ensure popular products are always available to avoid missing sales opportunities.\n4. Personalize marketing efforts: Use customer order history to create personalized product recommendations, potentially increasing cross-selling and upselling."
            ],
            'finish_reason' => 'stop',
        ],
    ],
    'charts' => [
        [
            'url' => 'https://oaidalleapiprodscus.blob.core.windows.net/private/org-123456/user-123456/img-abcdef.png'
        ],
    ]
]

iazaran / ai-insights

维护者

详细信息

README

要求

开始使用