diff --git a/backend/.python-version b/backend/.python-version
new file mode 100644
index 0000000..c8cfe39
--- /dev/null
+++ b/backend/.python-version
@@ -0,0 +1 @@
+3.10
diff --git a/backend/core/__init__.py b/backend/core/__init__.py
index 8916d73..c170c3f 100644
--- a/backend/core/__init__.py
+++ b/backend/core/__init__.py
@@ -1,12 +1,11 @@
 from core.db import add_to_db, db_is_working
 from core.fact import fact_check_process
-from core.preprocessors import get_image, summarize, to_english
+from core.preprocessors import summarize, to_english
 
 __all__ = [
     "add_to_db",
     "db_is_working",
     "fact_check_process",
-    "get_image",
     "summarize",
     "to_english",
 ]
diff --git a/backend/core/fact.py b/backend/core/fact.py
index eafab80..ac8bd22 100644
--- a/backend/core/fact.py
+++ b/backend/core/fact.py
@@ -1,19 +1,20 @@
 import os
 from typing import Literal, TypedDict
+import asyncio
 
+from bs4 import BeautifulSoup
 from groq import AsyncGroq
-import instructor
-import openai
 import requests
 import ujson
+import instructor
 from pydantic import BaseModel
 from pymongo import AsyncMongoClient
 from pymongo.typings import _DocumentType
 
+from core.db import fetch_from_db_if_exists
 from core.preprocessors import summarize
-from core.db import fetch_from_db_if_exists  # type: ignore
 from core.postprocessors import archive_url, is_safe
-from schemas import FactCheckLabel, FactCheckResponse, GPTFactCheckModel, TextInputData
+from schemas.schemas import FactCheckLabel, FactCheckResponse, GPTFactCheckModel, TextInputData
 
 
 class SearchResult(TypedDict):
@@ -25,13 +26,23 @@ class SearchResult(TypedDict):
 async def get_content(groq_client: AsyncGroq, url: str) -> str | None:
     """returns the content of given url"""
     try:
-        res = requests.get(url, timeout=15)
-        res.raise_for_status()
-        return await summarize(groq_client, res.text)
-    except Exception:
+        with requests.get(url, timeout=15) as res:
+            res.raise_for_status()
+            soup = BeautifulSoup(res.text, "html.parser")
+            return await summarize(groq_client, soup.get_text())
+    except requests.exceptions.RequestException:
         return None
 
 
+async def get_url_content(groq_client: AsyncGroq, item: dict) -> SearchResult:
+    content = await get_content(groq_client, str(item.get("link", "")))
+    return {
+        "title": item["title"],
+        "link": item["link"],
+        "content": content or item["snippet"],
+    }
+
+
 async def search_tool(groq_client: AsyncGroq, query: str, num_results: int = 3):
     """Tool to search via Google CSE"""
     api_key = os.getenv("GOOGLE_API_KEY", "")
@@ -43,15 +54,8 @@ async def search_tool(groq_client: AsyncGroq, query: str, num_results: int = 3):
     json = ujson.loads(resp.text)
     assert hasattr(resp, "items")
     res: list[SearchResult] = []
-    for item in json["items"]:
-        content = await get_content(groq_client, item["link"])
-        res.append(
-            {
-                "title": item["title"],
-                "link": item["link"],
-                "content": content or item["snippet"],
-            }
-        )
+    tasks = [get_url_content(groq_client, item) for item in json["items"]]
+    res.extend(await asyncio.gather(*tasks))
     return res
 
 
@@ -59,7 +63,7 @@ class SearchQuery(BaseModel):
     query: str
 
 
-async def fact_check(oai_client: openai.AsyncOpenAI, groq_client: AsyncGroq, data: TextInputData) -> GPTFactCheckModel:
+async def fact_check(groq_client: AsyncGroq, data: TextInputData) -> GPTFactCheckModel:
     """
     fact_check checks the data against the OpenAI API.
 
@@ -76,15 +80,15 @@ async def fact_check(oai_client: openai.AsyncOpenAI, groq_client: AsyncGroq, dat
 
     claim = data.content
 
-    client = instructor.from_openai(oai_client)
+    client = instructor.from_groq(groq_client)
 
     response = await client.chat.completions.create(
-        model="gpt-4o-mini",
+        model="llama-3.2-3b-preview",
         response_model=SearchQuery,
         messages=[
             {
                 "role": "system",
-                "content": "I want you to act as a fact-check researcher. You will be given a claim and you have should search the information on a custom search engine to help in the fact checking. Frame a query using the least words possible and return only the query.",
+                "content": "You are a fact-check researcher whose task is to search information to help in the fact checking. Frame an appropriate query to get the most appropriate results that will aid in the fact check",
             },
             {
                 "role": "user",
@@ -98,11 +102,11 @@ async def fact_check(oai_client: openai.AsyncOpenAI, groq_client: AsyncGroq, dat
 
     # Send the search results back to GPT for analysis
     final_response = await client.chat.completions.create(
-        model="gpt-4o",
+        model="deepseek-r1-distill-llama-70b",
         messages=[
             {
                 "role": "system",
-                "content": "I want you to act as a fact checker. You will be given a statement along with relevant search results and you are supposed to provide a fact check based on them. You need to classify the claim as correct, incorrect, or misleading and provide the logical explanation along with the sources you used.",
+                "content": "I want you to act as a fact checker. You will be given a statement along with relevant search results and you are supposed to provide a fact check based on the search results. You need to classify the claim as 'correct', 'incorrect', or 'misleading' and provide the logical explanation along with the sources you used.",
             },
             {
                 "role": "user",
@@ -116,7 +120,6 @@ async def fact_check(oai_client: openai.AsyncOpenAI, groq_client: AsyncGroq, dat
 
 
 async def fact_check_process(
-    oai_client: openai.AsyncOpenAI,
     groq_client: AsyncGroq,
     text_data: TextInputData,
     mongo_client: AsyncMongoClient[_DocumentType],
@@ -143,12 +146,11 @@ async def fact_check_process(
     if fact_check_ is not None:
         return (fact_check_, True)
 
-    fact_check_resp = await fact_check(oai_client, groq_client, text_data)
+    fact_check_resp = await fact_check(groq_client, text_data)
 
     # assign to right variable
     fact_check_obj = FactCheckResponse(
         url=text_data.url,
-        dataType=dtype,
         label=fact_check_resp.label,
         response=fact_check_resp.explanation,
         summary=text_data.content,
diff --git a/backend/core/postprocessors.py b/backend/core/postprocessors.py
index 914f756..1b5eab7 100644
--- a/backend/core/postprocessors.py
+++ b/backend/core/postprocessors.py
@@ -1,6 +1,8 @@
 import pandas as pd
-import requests
+
 from pydantic import AnyHttpUrl
+
+import requests
 from waybackpy import WaybackMachineSaveAPI
 from waybackpy.exceptions import MaximumSaveRetriesExceeded
 
@@ -31,13 +33,13 @@ def is_safe(url: AnyHttpUrl) -> bool:
 def archive_url(url: AnyHttpUrl) -> str | None:
     """returns the archive url of given url"""
 
-    user_agent = "Mozilla/5.0 (iPad; U; CPU OS 3_2_1 like Mac OS X; en-us) AppleWebKit/531.21.10 (KHTML, like Gecko) Mobile/7B405"
-    save_api = WaybackMachineSaveAPI(
-        url=str(url),
-        user_agent=user_agent,
-        max_tries=3,
-    )
     try:
+        user_agent = "Mozilla/5.0 (iPad; U; CPU OS 3_2_1 like Mac OS X; en-us) AppleWebKit/531.21.10 (KHTML, like Gecko) Mobile/7B405"
+        save_api = WaybackMachineSaveAPI(
+            url=str(url),
+            user_agent=user_agent,
+            max_tries=3,
+        )
         return save_api.save()
     except (MaximumSaveRetriesExceeded, requests.exceptions.RetryError):
-        return None
+        return str(url)
diff --git a/backend/core/preprocessors.py b/backend/core/preprocessors.py
index ec751c8..5b47900 100644
--- a/backend/core/preprocessors.py
+++ b/backend/core/preprocessors.py
@@ -1,11 +1,6 @@
-from io import BytesIO
-
 import instructor
-import requests
 from deep_translator.google import GoogleTranslator  # type: ignore
 from groq import AsyncGroq
-from PIL import Image
-from PIL.ImageFile import ImageFile
 from pydantic import BaseModel, Field
 
 
@@ -48,10 +43,3 @@ async def summarize(client: AsyncGroq, text: str) -> str:
         return response.summary
     except AssertionError:
         return text
-
-
-def get_image(image_url: str) -> ImageFile:
-    """fetches an image from a url and returns a PIL ImageFile."""
-    response = requests.get(image_url, allow_redirects=True, timeout=15)
-    response.raise_for_status()
-    return Image.open(BytesIO(response.content))
diff --git a/backend/main.py b/backend/main.py
index 2d7aa0f..059bc39 100644
--- a/backend/main.py
+++ b/backend/main.py
@@ -3,17 +3,14 @@
 from contextlib import asynccontextmanager
 
 import logfire
-import pytesseract  # type: ignore
-import requests
 from dotenv import load_dotenv
 from fastapi import BackgroundTasks, FastAPI
 from fastapi.middleware.cors import CORSMiddleware
 from groq import AsyncGroq
-from openai import AsyncOpenAI
 from pymongo import AsyncMongoClient
 
-from core import add_to_db, db_is_working, fact_check_process, get_image, summarize, to_english
-from schemas import FactCheckResponse, HealthResponse, ImageInputData, TextInputData
+from core import add_to_db, db_is_working, fact_check_process, summarize, to_english
+from schemas import FactCheckResponse, HealthResponse, TextInputData
 
 # Load environment variables
 load_dotenv()
@@ -22,10 +19,9 @@
 # Global variables
 ENV = os.environ.get("ENV", "dev")
 DEBUG = ENV == "dev"
-URI = os.environ.get("MONGO_URI", "mongodb://localhost:27017")
+URI = "mongodb://localhost:27017"
 
 
-oai_client = AsyncOpenAI()
 groq_client = AsyncGroq()
 mongo_client = AsyncMongoClient(URI)  # type: ignore
 
@@ -33,11 +29,11 @@
 @asynccontextmanager
 async def lifespan(app: FastAPI):
     """Manages the lifespan of the FastAPI app."""
-    print("Lifespan starting...")
+    print(f"Lifespan starting for {app.title}...")
     await mongo_client.aconnect()
     print("Lifespan started")
     yield
-    print("Lifespan ending...")
+    print(f"Lifespan ending for {app.title}...")
     await mongo_client.aclose()
     print("Lifespan ended")
 
@@ -54,7 +50,7 @@ async def lifespan(app: FastAPI):
 # FastAPI CORS
 app.add_middleware(
     CORSMiddleware,
-    allow_methods=["GET", "POST"],
+    allow_methods=["*"],
     allow_origins=["*"],
     allow_headers=["*"],
 )
@@ -77,31 +73,7 @@ async def verify_news(data: TextInputData, background_tasks: BackgroundTasks) ->
     """Endpoint to verify a news article."""
 
     data.content = await summarize(groq_client, to_english(data.content))
-    fact_check, is_present_in_db = await fact_check_process(oai_client, groq_client, data, mongo_client, "text")  # type: ignore
-    if not is_present_in_db:
-        background_tasks.add_task(add_to_db, mongo_client, fact_check)  # type: ignore
-    return fact_check
-
-
-@app.post("/verify/image/")
-async def image_check(data: ImageInputData, background_tasks: BackgroundTasks) -> FactCheckResponse:
-    """Endpoint to check if an image is fake."""
-
-    pytesseract.pytesseract.tesseract_cmd = os.environ.get("TESSERACT_PATH")
-
-    pic_url_str = str(data.url)
-    response = requests.get(pic_url_str, allow_redirects=True, timeout=15)
-    response.raise_for_status()
-    image = get_image(pic_url_str)
-    res = pytesseract.image_to_string(image)  # type: ignore
-    assert isinstance(res, (str, bytes))
-    text = res if isinstance(res, str) else res.decode("utf-8")
-    text_data = TextInputData(
-        url=data.url,
-        content=text,
-    )
-
-    fact_check, is_present_in_db = await fact_check_process(oai_client, groq_client, text_data, mongo_client, "image")  # type: ignore
+    fact_check, is_present_in_db = await fact_check_process(groq_client, data, mongo_client, "text")  # type: ignore
     if not is_present_in_db:
         background_tasks.add_task(add_to_db, mongo_client, fact_check)  # type: ignore
     return fact_check
diff --git a/backend/poetry.lock b/backend/poetry.lock
deleted file mode 100644
index 328f3f3..0000000
--- a/backend/poetry.lock
+++ /dev/null
@@ -1,3064 +0,0 @@
-# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
-
-[[package]]
-name = "aiohappyeyeballs"
-version = "2.4.3"
-description = "Happy Eyeballs for asyncio"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
-    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
-]
-
-[[package]]
-name = "aiohttp"
-version = "3.10.11"
-description = "Async http client/server framework (asyncio)"
-optional = false
-python-versions = ">=3.8"
-files = [
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-
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-idna = ">=2.0"
-multidict = ">=4.0"
-propcache = ">=0.2.0"
-
-[[package]]
-name = "zipp"
-version = "3.20.2"
-description = "Backport of pathlib-compatible object wrapper for zip files"
-optional = false
-python-versions = ">=3.8"
-files = [
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-]
-
-[package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
-cover = ["pytest-cov"]
-doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
-type = ["pytest-mypy"]
-
-[metadata]
-lock-version = "2.0"
-python-versions = ">=3.10,<3.12"
-content-hash = "6234f7581cfe92470ebf395aa11223f7981f2e5f338b7f33e02038d4b73c9679"
diff --git a/backend/poetry.toml b/backend/poetry.toml
deleted file mode 100644
index 97f6970..0000000
--- a/backend/poetry.toml
+++ /dev/null
@@ -1,2 +0,0 @@
-[warnings]
-export=false
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index d8c992e..616ed15 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -1,30 +1,25 @@
-[tool.poetry]
-name = "newsful"
+[project]
+name = "newsful-backend"
 version = "0.1.0"
 description = "The Backend API for Newsful Browser Plugin"
-authors = ["Siddhesh Agarwal <siddhesh.agarwal@gmail.com>"]
+authors = [{ name = "Siddhesh Agarwal", email = "siddhesh.agarwal@gmail.com"}]
 readme = "README.md"
-repository = "https://github.com/centille/Newsful/"
-license = "GPL-3.0-only"
-build = "poetry.core.masonry.api.build"
-
-[tool.poetry.dependencies]
-python = ">=3.10,<3.12"
-waybackpy = "^3.0.6"
-fastapi = {extras = ["standard"], version = "^0.115.0"}
-pandas = "^2.0.3"
-pymongo = {extras = ["srv"], version = "^4.10.1"}
-python-dotenv = "^1.0.0"
-uvicorn = "^0.32.0"
-openai = "^1.51.0"
-deep-translator = "^1.11.4"
-pytesseract = "^0.3.10"
-ujson = "^5.10.0"
-pydantic = "^2.9.2"
-logfire = {extras = ["fastapi"], version = "^2.11.1"}
-instructor = "^1.5.2"
-tiktoken = "^0.8.0"
-groq = "^0.11.0"
+requires-python = ">=3.10"
+dependencies = [
+    "bs4>=0.0.2",
+    "deep-translator>=1.11.4",
+    "fastapi[standard]>=0.115.7",
+    "groq>=0.15.0",
+    "instructor>=1.7.2",
+    "logfire[fastapi]>=3.4.0",
+    "openai>=1.60.2",
+    "pandas>=2.2.3",
+    "pydantic>=2.10.6",
+    "pymongo>=4.10.1",
+    "python-dotenv>=1.0.1",
+    "ujson>=5.10.0",
+    "waybackpy>=3.0.6",
+]
 
 [tool.black]
 line-length = 120
@@ -37,7 +32,3 @@ skip_glob = ["./assets/*"]
 
 [tool.logfire]
 pydantic_plugin_record = "failure"
-
-[build-system]
-requires = ["poetry-core"]
-build-backend = "poetry.core.masonry.api"
diff --git a/backend/schemas/__init__.py b/backend/schemas/__init__.py
index ea6164f..50327c2 100644
--- a/backend/schemas/__init__.py
+++ b/backend/schemas/__init__.py
@@ -4,9 +4,7 @@
     FactCheckResponse,
     GPTFactCheckModel,
     HealthResponse,
-    ImageInputData,
     TextInputData,
-    User,
 )
 
 __all__ = [
@@ -14,7 +12,5 @@
     "FactCheckResponse",
     "GPTFactCheckModel",
     "HealthResponse",
-    "ImageInputData",
     "TextInputData",
-    "User",
 ]
diff --git a/backend/schemas/schemas.py b/backend/schemas/schemas.py
index 2ee8ad5..a44c06f 100644
--- a/backend/schemas/schemas.py
+++ b/backend/schemas/schemas.py
@@ -9,14 +9,9 @@ class TextInputData(BaseModel):
     """input format for text fact checking endpoint"""
 
     url: Optional[AnyHttpUrl] = Field(None, description="The url of the article")
-    content: str = Field(None, description="The content of the article")
+    content: str = Field("", description="The content of the article")
 
 
-class ImageInputData(BaseModel):
-    """input format for image fact checking endpoint"""
-
-    url: AnyHttpUrl = Field(None, description="The url of the image")
-
 
 class FactCheckLabel(str, Enum):
     """The fact check label enum"""
@@ -29,9 +24,9 @@ class FactCheckLabel(str, Enum):
 class GPTFactCheckModel(BaseModel):
     """expected result format from OpenAI for fact checking"""
 
-    label: FactCheckLabel = Field(None, description="The label of the fact check")
-    explanation: str = Field(None, description="The explanation of the fact check")
-    sources: list[AnyHttpUrl] = Field([], description="The sources of the fact check")
+    label: FactCheckLabel = Field(None, description="The result of the fact check")
+    explanation: str = Field("", description="The explanation of the fact check")
+    sources: list[AnyHttpUrl] = Field(list(), description="The sources of the fact check")
 
 
 class HealthResponse(BaseModel):
@@ -44,7 +39,6 @@ class FactCheckResponse(BaseModel):
     """The response model for the fact check endpoint"""
 
     url: AnyHttpUrl | None = Field(None, description="The url of the article")
-    dataType: Literal["text", "image"] = Field(description="The type of data")
     label: FactCheckLabel = Field(description="The label of the fact check")
     summary: str = Field(description="The summary of the claim")
     response: str = Field(description="The logical explanation of the fact check")
diff --git a/backend/uv.lock b/backend/uv.lock
new file mode 100644
index 0000000..82f0553
--- /dev/null
+++ b/backend/uv.lock
@@ -0,0 +1,2082 @@
+version = 1
+requires-python = ">=3.10"
+resolution-markers = [
+    "python_full_version < '3.11'",
+    "python_full_version == '3.11.*'",
+    "python_full_version >= '3.12'",
+]
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