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4 changed files with 25 additions and 48 deletions
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from exa_py import Exa
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exa = Exa(api_key="EXA_API_KEY")
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def get_competitor_urls(url=None, description=None):
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if url:
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# Use the URL-based API call
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result = exa.find_similar(
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url=url,
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num_results=5,
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exclude_source_domain=True,
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category="company"
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)
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elif description:
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# Use the description-based API call
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result = exa.search(
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description,
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type="neural",
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category="company",
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use_autoprompt=True,
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num_results=5
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)
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else:
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raise ValueError("Please provide either a URL or a description.")
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# Extracting and return only the competitor URLs
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competitor_urls = [item.url for item in result.results]
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return competitor_urls
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print(get_competitor_urls(description="Competitors of a company that works on AI Neuro Health Tech"))
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@ -2,25 +2,26 @@ from exa_py import Exa
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from phi.agent import Agent
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from phi.tools.firecrawl import FirecrawlTools
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from phi.model.openai import OpenAIChat
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from phi.tools.duckduckgo import DuckDuckGo
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exa = Exa(api_key="50a85")
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exa = Exa(api_key="")
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firecrawl_tools = FirecrawlTools(
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api_key="f2",
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api_key="fc-",
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scrape=False,
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crawl=True,
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limit=5
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)
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firecrawl_agent = Agent(
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model=OpenAIChat(id="gpt-4o-mini", api_key="s"),
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tools=[firecrawl_tools, ],
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model=OpenAIChat(id="gpt-4o-mini", api_key="sk-proj-"),
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tools=[firecrawl_tools, DuckDuckGo() ],
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show_tool_calls=True,
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markdown=True
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)
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analysis_agent = Agent(
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model=OpenAIChat(id="gpt-4o-mini", api_key="s"),
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model=OpenAIChat(id="gpt-4o-mini", api_key="sk-proj-"),
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show_tool_calls=True,
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markdown=True
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)
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@ -30,8 +31,7 @@ def get_competitor_urls(url=None, description=None):
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if url:
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result = exa.find_similar(
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url=url,
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excludeDomains=[url],
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num_results=3,
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num_results=2,
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exclude_source_domain=True,
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category="company"
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)
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@ -41,7 +41,7 @@ def get_competitor_urls(url=None, description=None):
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type="neural",
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category="company",
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use_autoprompt=True,
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num_results=3
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num_results=2
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)
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else:
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raise ValueError("Please provide either a URL or a description.")
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@ -60,7 +60,7 @@ def extract_competitor_info(competitor_url: str):
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- Technology stack information
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- Marketing messaging/positioning
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- Customer testimonials/case studies
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- Latest news and developements
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- Latest news and developements (use DuckDuckGo to search for the latest news and developements)
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Crawled Data:
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{crawled_data}
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@ -81,21 +81,25 @@ def generate_analysis_report(competitor_data: list):
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combined_data = "\n\n".join([str(data) for data in competitor_data])
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report = analysis_agent.run(
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f"""Analyze the following competitor data and generate a detailed report:
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f"""Analyze the following competitor data and identify market opportunities to improve my own company:
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{combined_data}
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Tasks:
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1. Compare pricing and identify opportunities for competitive pricing.
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2. Analyze features and highlight unique or missing features.
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3. Evaluate marketing messaging and suggest positioning strategies.
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4. Summarize customer testimonials and case studies.
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5. Provide actionable insights for market positioning.
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1. Identify market gaps and opportunities based on competitor offerings
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2. Analyze competitor weaknesses that we can capitalize on
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3. Recommend unique features or capabilities we should develop
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4. Suggest pricing and positioning strategies to gain competitive advantage
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5. Outline specific growth opportunities in underserved market segments
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6. Provide actionable recommendations for product development and go-to-market strategy
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Focus on finding opportunities where we can differentiate and do better than competitors.
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Highlight any unmet customer needs or pain points we can address.
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"""
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)
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return report.response
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return report.content
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def main():
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competitor_urls = get_competitor_urls(url="https://jenni.ai")
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competitor_urls = get_competitor_urls(url="https://www.harvey.ai")
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print(f"Competitor URLs: {competitor_urls}")
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competitor_data = []
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@ -1,2 +1,5 @@
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exa-py==1.0.6
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firecrawl-py==1.9.0
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firecrawl-py==1.9.0
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duckduckgo-search==7.2.1
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phidata
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streamlit
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