diff --git a/examples/to_json/combined_llm_pricing_models.json b/examples/to_json/combined_llm_pricing_models.json
new file mode 100644
index 0000000..19a95bb
--- /dev/null
+++ b/examples/to_json/combined_llm_pricing_models.json
@@ -0,0 +1,1136 @@
+[
+    {
+        "model": "gpt-4-32k",
+        "provider": "OpenAI",
+        "input_tokens_price": "60",
+        "output_tokens_price": "120",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "gpt-4",
+        "provider": "OpenAI",
+        "input_tokens_price": "30",
+        "output_tokens_price": "60",
+        "context": "8K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "gpt-4o",
+        "provider": "OpenAI",
+        "input_tokens_price": "5",
+        "output_tokens_price": "15",
+        "context": "128K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-05-16"
+    },
+    {
+        "model": "gpt-4o-2024-08-06",
+        "provider": "OpenAI",
+        "input_tokens_price": "2.5",
+        "output_tokens_price": "10",
+        "context": "128K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-08-16"
+    },
+    {
+        "model": "gpt-4o-mini",
+        "provider": "OpenAI",
+        "input_tokens_price": "0.15",
+        "output_tokens_price": "0.6",
+        "context": "128K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-07-19"
+    },
+    {
+        "model": "gpt-4-turbo-2024-04-09",
+        "provider": "OpenAI",
+        "input_tokens_price": "10",
+        "output_tokens_price": "30",
+        "context": "128K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-04-11"
+    },
+    {
+        "model": "gpt-4-0125-preview",
+        "provider": "OpenAI",
+        "input_tokens_price": "10",
+        "output_tokens_price": "30",
+        "context": "128K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "gpt-4-1106-preview",
+        "provider": "OpenAI",
+        "input_tokens_price": "10",
+        "output_tokens_price": "30",
+        "context": "128K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "gpt-4-vision-preview",
+        "provider": "OpenAI",
+        "input_tokens_price": "10",
+        "output_tokens_price": "30",
+        "context": "128K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "gpt-3.5-turbo-0125",
+        "provider": "OpenAI",
+        "input_tokens_price": "0.5",
+        "output_tokens_price": "1.5",
+        "context": "16K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "gpt-3.5-turbo-instruct",
+        "provider": "OpenAI",
+        "input_tokens_price": "1.5",
+        "output_tokens_price": "2",
+        "context": "4K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "gpt-3.5-turbo-1106",
+        "provider": "OpenAI",
+        "input_tokens_price": "1",
+        "output_tokens_price": "2",
+        "context": "4K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "gpt-3.5-turbo-0613",
+        "provider": "OpenAI",
+        "input_tokens_price": "1.5",
+        "output_tokens_price": "2",
+        "context": "4K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "gpt-3.5-turbo-16k-0613",
+        "provider": "OpenAI",
+        "input_tokens_price": "3",
+        "output_tokens_price": "4",
+        "context": "4K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "gpt-3.5-turbo-0301",
+        "provider": "OpenAI",
+        "input_tokens_price": "1.5",
+        "output_tokens_price": "2",
+        "context": "4K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "gpt-4-turbo",
+        "provider": "Azure",
+        "input_tokens_price": "10",
+        "output_tokens_price": "30",
+        "context": "128K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "gpt-4-turbo-vision",
+        "provider": "Azure",
+        "input_tokens_price": "10",
+        "output_tokens_price": "30",
+        "context": "128K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "claude-3.5-sonnet",
+        "provider": "Anthropic",
+        "input_tokens_price": "3",
+        "output_tokens_price": "15",
+        "context": "200K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-06-26"
+    },
+    {
+        "model": "claude-3-opus",
+        "provider": "Anthropic",
+        "input_tokens_price": "15",
+        "output_tokens_price": "75",
+        "context": "200K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "claude-3-sonnet",
+        "provider": "Anthropic",
+        "input_tokens_price": "3",
+        "output_tokens_price": "15",
+        "context": "200K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "claude-3-haiku",
+        "provider": "Anthropic",
+        "input_tokens_price": "0.25",
+        "output_tokens_price": "1.25",
+        "context": "200K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "claude-2.1",
+        "provider": "Anthropic",
+        "input_tokens_price": "8",
+        "output_tokens_price": "24",
+        "context": "200K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "claude-2.0",
+        "provider": "Anthropic",
+        "input_tokens_price": "8",
+        "output_tokens_price": "24",
+        "context": "100K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "claude-instant-1.2",
+        "provider": "Anthropic",
+        "input_tokens_price": "0.8",
+        "output_tokens_price": "2.4",
+        "context": "100K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "jurassic-2-ultra",
+        "provider": "AWS",
+        "input_tokens_price": "18.8",
+        "output_tokens_price": "18.8",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "jurassic-2-mid",
+        "provider": "AWS",
+        "input_tokens_price": "12.5",
+        "output_tokens_price": "12.5",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "titan-text-lite",
+        "provider": "AWS",
+        "input_tokens_price": "0.3",
+        "output_tokens_price": "0.4",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "titan-text-express",
+        "provider": "AWS",
+        "input_tokens_price": "0.8",
+        "output_tokens_price": "1.6",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "claude-instant",
+        "provider": "AWS",
+        "input_tokens_price": "0.8",
+        "output_tokens_price": "2.4",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "claude-2.0/2.1",
+        "provider": "AWS",
+        "input_tokens_price": "8",
+        "output_tokens_price": "24",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "command",
+        "provider": "AWS",
+        "input_tokens_price": "1.5",
+        "output_tokens_price": "2",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "command-light",
+        "provider": "AWS",
+        "input_tokens_price": "0.3",
+        "output_tokens_price": "0.6",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "llama-2-chat-13B",
+        "provider": "AWS",
+        "input_tokens_price": "0.75",
+        "output_tokens_price": "1",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "llama-2-chat-70B",
+        "provider": "AWS",
+        "input_tokens_price": "1.95",
+        "output_tokens_price": "2.56",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "mistral-7b",
+        "provider": "AWS",
+        "input_tokens_price": "0.15",
+        "output_tokens_price": "0.2",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "mistral-8x7b",
+        "provider": "AWS",
+        "input_tokens_price": "0.45",
+        "output_tokens_price": "0.7",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "gemini-1.0-pro",
+        "provider": "Google",
+        "input_tokens_price": "0.5",
+        "output_tokens_price": "1.5",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "gemini-1.5-pro",
+        "provider": "Google",
+        "input_tokens_price": "3.5",
+        "output_tokens_price": "10.5",
+        "context": "128K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-04-04"
+    },
+    {
+        "model": "gemini-1.5-flash",
+        "provider": "Google",
+        "input_tokens_price": "0.08",
+        "output_tokens_price": "0.3",
+        "context": "128K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-08-11"
+    },
+    {
+        "model": "palm-2-for-chat",
+        "provider": "Google",
+        "input_tokens_price": "0.25",
+        "output_tokens_price": "0.5",
+        "context": "8K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "palm-2-for-chat-32k",
+        "provider": "Google",
+        "input_tokens_price": "0.25",
+        "output_tokens_price": "0.5",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "palm-2-for-text",
+        "provider": "Google",
+        "input_tokens_price": "2.5",
+        "output_tokens_price": "7.5",
+        "context": "8K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "palm-2-for-text-32k",
+        "provider": "Google",
+        "input_tokens_price": "2.5",
+        "output_tokens_price": "5",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "mistral-large",
+        "provider": "Mistral",
+        "input_tokens_price": "8",
+        "output_tokens_price": "24",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "mistral-medium",
+        "provider": "Mistral",
+        "input_tokens_price": "2.7",
+        "output_tokens_price": "8.1",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "mistral-small",
+        "provider": "Mistral",
+        "input_tokens_price": "2",
+        "output_tokens_price": "6",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "mixtral-8x7b",
+        "provider": "Mistral",
+        "input_tokens_price": "0.7",
+        "output_tokens_price": "0.7",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "mixtral-8x22b",
+        "provider": "Mistral",
+        "input_tokens_price": "2",
+        "output_tokens_price": "6",
+        "context": "64K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-04-19"
+    },
+    {
+        "model": "command-r-plus",
+        "provider": "Cohere",
+        "input_tokens_price": "3",
+        "output_tokens_price": "15",
+        "context": "128K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-04-09"
+    },
+    {
+        "model": "command-r",
+        "provider": "Cohere",
+        "input_tokens_price": "0.5",
+        "output_tokens_price": "1.5",
+        "context": "4K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "command-light-fine-tuned",
+        "provider": "Cohere",
+        "input_tokens_price": "0.3",
+        "output_tokens_price": "0.6",
+        "context": "4K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "llama-2-70b",
+        "provider": "Groq",
+        "input_tokens_price": "0.7",
+        "output_tokens_price": "0.8",
+        "context": "4K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "llama-2-7b",
+        "provider": "Groq",
+        "input_tokens_price": "0.1",
+        "output_tokens_price": "0.1",
+        "context": "2K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "gemma-7b",
+        "provider": "Groq",
+        "input_tokens_price": "0.1",
+        "output_tokens_price": "0.1",
+        "context": "8K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "DBRX",
+        "provider": "Databricks",
+        "input_tokens_price": "2.25",
+        "output_tokens_price": "6.75",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-04-01"
+    },
+    {
+        "model": "mpt-30b",
+        "provider": "Databricks",
+        "input_tokens_price": "1",
+        "output_tokens_price": "1",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-04-01"
+    },
+    {
+        "model": "llama-2-13b",
+        "provider": "Databricks",
+        "input_tokens_price": "0.95",
+        "output_tokens_price": "0.95",
+        "context": "4K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-04-01"
+    },
+    {
+        "model": "mpt-7b",
+        "provider": "Databricks",
+        "input_tokens_price": "0.5",
+        "output_tokens_price": "0.5",
+        "context": "8K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-04-01"
+    },
+    {
+        "model": "llama-2-7b-chat-fp16",
+        "provider": "Cloudflare",
+        "input_tokens_price": "0.56",
+        "output_tokens_price": "6.66",
+        "context": "2K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-04-19"
+    },
+    {
+        "model": "llama-2-7b-chat-int8",
+        "provider": "Cloudflare",
+        "input_tokens_price": "0.16",
+        "output_tokens_price": "0.24",
+        "context": "2K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-04-19"
+    },
+    {
+        "model": "mistral-7b-instruct",
+        "provider": "Cloudflare",
+        "input_tokens_price": "0.11",
+        "output_tokens_price": "0.19",
+        "context": "32K",
+        "source": "https://www.botgenuity.com/tools/llm-pricing",
+        "updated": "2024-04-19"
+    },
+    {
+        "model": "gpt-4-turbo-1106-preview",
+        "provider": "Azure",
+        "input_tokens_price": 10,
+        "output_tokens_price": 30,
+        "context": "",
+        "source": "https://techcommunity.microsoft.com/t5/ai-azure-ai-services-blog/azure-openai-service-launches-gpt-4-turbo-and-gpt-3-5-turbo-1106/ba-p/3985962",
+        "updated": "2024-03-17"
+    },
+    {
+        "model": "claude-2",
+        "provider": "Anthropic",
+        "input_tokens_price": 8,
+        "output_tokens_price": 24,
+        "context": "",
+        "source": "https://docs.anthropic.com/claude/docs/models-overview",
+        "updated": "2024-10-01"
+    },
+    {
+        "model": "imagen",
+        "provider": "Google",
+        "input_tokens_price": 20,
+        "output_tokens_price": 20,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-07-08"
+    },
+    {
+        "model": "imagen-image-editing",
+        "provider": "Google",
+        "input_tokens_price": 20,
+        "output_tokens_price": 20,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-07-01"
+    },
+    {
+        "model": "imagen-image-generation",
+        "provider": "Google",
+        "input_tokens_price": 20,
+        "output_tokens_price": 20,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-07-01"
+    },
+    {
+        "model": "claude-3.5-opus",
+        "provider": "Anthropic",
+        "input_tokens_price": 3,
+        "output_tokens_price": 15,
+        "context": "",
+        "source": "https://docs.anthropic.com/claude/docs/models-overview",
+        "updated": "2024-10-01"
+    },
+    {
+        "model": "claude-3.5-haiku",
+        "provider": "Anthropic",
+        "input_tokens_price": 3,
+        "output_tokens_price": 15,
+        "context": "",
+        "source": "https://docs.anthropic.com/claude/docs/models-overview",
+        "updated": "2024-10-01"
+    },
+    {
+        "model": "command-r+",
+        "provider": "AWS",
+        "input_tokens_price": 3,
+        "output_tokens_price": 15,
+        "context": "",
+        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "updated": "2024-05-01"
+    },
+    {
+        "model": "mistral-large-2402",
+        "provider": "Mistral",
+        "input_tokens_price": 3.8,
+        "output_tokens_price": 11.3,
+        "context": "",
+        "source": "https://docs.mistral.ai/platform/pricing/",
+        "updated": "2024-07-22"
+    },
+    {
+        "model": "jamba-1.5-large",
+        "provider": "AWS",
+        "input_tokens_price": 2,
+        "output_tokens_price": 8,
+        "context": "",
+        "source": "https://aws.amazon.com/bedrock/pricing/",
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+        "output_tokens_price": 7.5,
+        "context": "",
+        "source": "https://docs.mistral.ai/platform/pricing/",
+        "updated": "2024-07-22"
+    },
+    {
+        "model": "palm-2-for-texttext-unicorn",
+        "provider": "Google",
+        "input_tokens_price": 2.5,
+        "output_tokens_price": 7.5,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-05-29"
+    },
+    {
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+        "provider": "Mistral",
+        "input_tokens_price": 1.9,
+        "output_tokens_price": 5.6,
+        "context": "",
+        "source": "https://docs.mistral.ai/platform/pricing/",
+        "updated": "2024-07-22"
+    },
+    {
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+        "provider": "Cohere",
+        "input_tokens_price": 2,
+        "output_tokens_price": 4,
+        "context": "",
+        "source": "https://cohere.com/pricing",
+        "updated": "2024-10-01"
+    },
+    {
+        "model": "fine-tuned-command-r",
+        "provider": "Cohere",
+        "input_tokens_price": 2,
+        "output_tokens_price": 4,
+        "context": "",
+        "source": "https://cohere.com/pricing",
+        "updated": "2024-05-22"
+    },
+    {
+        "model": "llama-3-instruct-70b",
+        "provider": "AWS",
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+        "output_tokens_price": 3.5,
+        "context": "",
+        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "updated": "2024-05-01"
+    },
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+        "provider": "Google",
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+        "output_tokens_price": 3,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-07-01"
+    },
+    {
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+        "provider": "OpenAI",
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+        "output_tokens_price": 3,
+        "context": "",
+        "source": "https://openai.com/pricing",
+        "updated": "2024-03-22"
+    },
+    {
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+        "provider": "Mistral",
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+        "output_tokens_price": 2.8,
+        "context": "",
+        "source": "https://docs.mistral.ai/platform/pricing/",
+        "updated": "2024-07-22"
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+    {
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+        "provider": "Mistral",
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+        "output_tokens_price": 2.8,
+        "context": "",
+        "source": "https://docs.mistral.ai/platform/pricing/",
+        "updated": "2024-07-22"
+    },
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+        "model": "llama-2-chat-70b",
+        "provider": "AWS",
+        "input_tokens_price": 1.95,
+        "output_tokens_price": 2.56,
+        "context": "",
+        "source": "https://aws.amazon.com/bedrock/pricing/?nc1=h_ls",
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+        "provider": "Google",
+        "input_tokens_price": 1.5,
+        "output_tokens_price": 1.5,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-07-01"
+    },
+    {
+        "model": "imagen-visual-q&a",
+        "provider": "Google",
+        "input_tokens_price": 1.5,
+        "output_tokens_price": 1.5,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-07-01"
+    },
+    {
+        "model": "visual-captioning",
+        "provider": "Google",
+        "input_tokens_price": 1.5,
+        "output_tokens_price": 1.5,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "visual-q&a",
+        "provider": "Google",
+        "input_tokens_price": 1.5,
+        "output_tokens_price": 1.5,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "llama-2-chat-13b",
+        "provider": "AWS",
+        "input_tokens_price": 0.75,
+        "output_tokens_price": 1,
+        "context": "",
+        "source": "https://aws.amazon.com/bedrock/pricing/?nc1=h_ls",
+        "updated": "2024-05-01"
+    },
+    {
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+        "provider": "AWS",
+        "input_tokens_price": 0.5,
+        "output_tokens_price": 0.7,
+        "context": "",
+        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "updated": "2024-06-29"
+    },
+    {
+        "model": "mixtral-8*7b",
+        "provider": "AWS",
+        "input_tokens_price": 0.45,
+        "output_tokens_price": 0.7,
+        "context": "",
+        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "updated": "2024-04-22"
+    },
+    {
+        "model": "open-mixtral-8x7b",
+        "provider": "Mistral",
+        "input_tokens_price": 0.65,
+        "output_tokens_price": 0.65,
+        "context": "",
+        "source": "https://docs.mistral.ai/platform/pricing/",
+        "updated": "2024-07-22"
+    },
+    {
+        "model": "command-r-new",
+        "provider": "Cohere",
+        "input_tokens_price": 0.15,
+        "output_tokens_price": 0.6,
+        "context": "",
+        "source": "https://cohere.com/pricing",
+        "updated": "2024-10-01"
+    },
+    {
+        "model": "llama-3-instruct-8b",
+        "provider": "AWS",
+        "input_tokens_price": 0.4,
+        "output_tokens_price": 0.6,
+        "context": "",
+        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "updated": "2024-05-01"
+    },
+    {
+        "model": "fine-tuned-command-light",
+        "provider": "Cohere",
+        "input_tokens_price": 0.3,
+        "output_tokens_price": 0.6,
+        "context": "",
+        "source": "https://cohere.com/pricing",
+        "updated": "2024-03-16"
+    },
+    {
+        "model": "codey-for-code-generation-32k",
+        "provider": "Google",
+        "input_tokens_price": 0.25,
+        "output_tokens_price": 0.5,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-05-29"
+    },
+    {
+        "model": "codey-for-code-chat",
+        "provider": "Google",
+        "input_tokens_price": 0.25,
+        "output_tokens_price": 0.5,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-05-29"
+    },
+    {
+        "model": "codey-for-code-chat-32k",
+        "provider": "Google",
+        "input_tokens_price": 0.25,
+        "output_tokens_price": 0.5,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-05-29"
+    },
+    {
+        "model": "palm-2-for-chat-chat-bison",
+        "provider": "Google",
+        "input_tokens_price": 0.25,
+        "output_tokens_price": 0.5,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-05-29"
+    },
+    {
+        "model": "palm-2-for-chat-32k-chat-bison-32k",
+        "provider": "Google",
+        "input_tokens_price": 0.25,
+        "output_tokens_price": 0.5,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-05-29"
+    },
+    {
+        "model": "codey-for-code-generation",
+        "provider": "Google",
+        "input_tokens_price": 0.25,
+        "output_tokens_price": 0.5,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-05-29"
+    },
+    {
+        "model": "palm-2-for-text-32k-text-bison-32k",
+        "provider": "Google",
+        "input_tokens_price": 0.25,
+        "output_tokens_price": 0.5,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-05-29"
+    },
+    {
+        "model": "palm-2-for-text-text-bison",
+        "provider": "Google",
+        "input_tokens_price": 0.25,
+        "output_tokens_price": 0.5,
+        "context": "",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "updated": "2024-05-29"
+    },
+    {
+        "model": "jamba-1.5-mini",
+        "provider": "AWS",
+        "input_tokens_price": 0.2,
+        "output_tokens_price": 0.4,
+        "context": "",
+        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "updated": "2024-09-29"
+    },
+    {
+        "model": "open-mistral-nemo-2407",
+        "provider": "Mistral",
+        "input_tokens_price": 0.27,
+        "output_tokens_price": 0.27,
+        "context": "",
+        "source": "https://docs.mistral.ai/platform/pricing/",
+        "updated": "2024-07-22"
+    },
+    {
+        "model": "open-mistral-7b",
+        "provider": "Mistral",
+        "input_tokens_price": 0.2,
+        "output_tokens_price": 0.2,
+        "context": "",
+        "source": "https://docs.mistral.ai/platform/pricing/",
+        "updated": "2024-07-22"
+    },
+    {
+        "model": "codestral-mamba-latest",
+        "provider": "Mistral",
+        "input_tokens_price": 0.2,
+        "output_tokens_price": 0.2,
+        "context": "",
+        "source": "https://docs.mistral.ai/platform/pricing/",
+        "updated": "2024-07-22"
+    },
+    {
+        "model": "o1-preview",
+        "provider": "OpenAI",
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+        "output_tokens_price": 60.0,
+        "context": "128K/32K",
+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
+        "updated": "2024-10-04"
+    },
+    {
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+        "provider": "OpenAI",
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+        "output_tokens_price": 12.0,
+        "context": "128K/65K",
+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
+        "updated": "2024-10-04"
+    },
+    {
+        "model": "gpt-4o-realtime-preview",
+        "provider": "OpenAI",
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+        "output_tokens_price": 20.0,
+        "context": "128K/16K",
+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
+        "updated": "2024-10-04"
+    },
+    {
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+        "provider": "OpenAI",
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+        "context": "128K/16K",
+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
+        "updated": "2024-10-04"
+    },
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+        "context": "128K/4K",
+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
+        "updated": "2024-10-04"
+    },
+    {
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+        "context": "16K/4K",
+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
+        "updated": "2024-10-04"
+    },
+    {
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+        "context": "200K/8K",
+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
+        "updated": "2024-10-04"
+    },
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+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
+        "updated": "2024-10-04"
+    },
+    {
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+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
+        "updated": "2024-10-04"
+    },
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+        "context": "200K/4K",
+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
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+    },
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+        "output_tokens_price": 1.79,
+        "context": "128K/2K",
+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
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+        "context": "128K/2K",
+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
+        "updated": "2024-10-04"
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+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
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+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
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+    },
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+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
+        "updated": "2024-10-04"
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+        "context": "128K/4K",
+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
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+    },
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+        "output_tokens_price": 15.0,
+        "context": "128K",
+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
+        "updated": "2024-10-04"
+    },
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+        "model": "Mixtral 8x7B",
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+        "output_tokens_price": 0.5,
+        "context": "32K",
+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
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+    },
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+        "provider": "Mistral AI",
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+        "output_tokens_price": 6.0,
+        "context": "128K",
+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
+        "updated": "2024-10-04"
+    },
+    {
+        "model": "mistral-large-2407",
+        "provider": "Mistral AI",
+        "input_tokens_price": 2.0,
+        "output_tokens_price": 6.0,
+        "context": "128K",
+        "source": "https://docsbot.ai/tools/gpt-openai-api-pricing-calculator",
+        "updated": "2024-10-04"
+    }
+]
\ No newline at end of file
diff --git a/examples/to_json/to_json.py b/examples/to_json/to_json.py
new file mode 100644
index 0000000..60a916a
--- /dev/null
+++ b/examples/to_json/to_json.py
@@ -0,0 +1,60 @@
+import json
+from llm_price_scraper.enums import DataSources
+from llm_price_scraper.scrapers import LlmPricingScraper
+
+
+def combine_models(sources):
+    """
+    Combine models from multiple sources into a single dictionary based on unique model names.
+
+    Arguments:
+        - sources (list): List of data sources to scrape from.
+
+    Returns:
+        - combined_models (list): List of unique models with their pricing info.
+    """
+    combined_models = {}
+
+    # Loop over each data source
+    for source in sources:
+        print(f"Scraping source: {source}")
+        try:
+            # Scrape models from the source
+            models = LlmPricingScraper.scrape(source)
+
+            for model in models:
+                # If model name is not already in the dictionary, add it
+                if model.model not in combined_models:
+                    combined_models[model.model] = {
+                        "model": model.model,
+                        "provider": model.provider,
+                        "input_tokens_price": model.input_tokens_price,
+                        "output_tokens_price": model.output_tokens_price,
+                        "context": model.context,
+                        "source": model.source,
+                        "updated": model.updated
+                    }
+
+        except Exception as e:
+            print(f"Error scraping source {source}: {e}")
+
+    return list(combined_models.values())
+
+
+def save_to_json(data, filename):
+    """Saves the provided data into a JSON file."""
+    with open(filename, 'w', encoding='utf-8') as json_file:
+        json.dump(data, json_file, ensure_ascii=False, indent=4)
+    print(f"Data successfully saved to {filename}")
+
+
+if __name__ == "__main__":
+    sources_to_scrape = [
+        DataSources.BOTGENUITY,
+        DataSources.HUHUHANG,
+        DataSources.DOCSBOT
+    ]
+
+    combined_models = combine_models(sources_to_scrape)
+
+    save_to_json(combined_models, "combined_llm_pricing_models.json")