diff --git a/.github/workflows/build-docs.yaml b/.github/workflows/build-docs.yaml
index 21e14e57b..c61bf28ae 100644
--- a/.github/workflows/build-docs.yaml
+++ b/.github/workflows/build-docs.yaml
@@ -30,7 +30,7 @@ jobs:
           python-version: "3.10"
 
       - name: Install dependencies
-        run: pip install -e '.[all, docs]'
+        run: pip install uv && uv pip install --system '.[all, docs]'
 
       # setup quarto for rendering example/tutorial nbs
       - uses: quarto-dev/quarto-actions/setup@v2
@@ -69,7 +69,7 @@ jobs:
             await github.rest.actions.createWorkflowDispatch({
               owner: 'nixtla',
               repo: 'docs',
-              workflow_id: 'mintlify-action-preview.yml',
+              workflow_id: 'preview.yml',
               ref: 'main',
             });
 
@@ -82,6 +82,6 @@ jobs:
             await github.rest.actions.createWorkflowDispatch({
               owner: 'nixtla',
               repo: 'docs',
-              workflow_id: 'mintlify-action.yml',
+              workflow_id: 'production.yml',
               ref: 'main',
             });
diff --git a/docs/mintlify/docs.json b/docs/mintlify/docs.json
new file mode 100644
index 000000000..45ba0727a
--- /dev/null
+++ b/docs/mintlify/docs.json
@@ -0,0 +1,135 @@
+{
+  "$schema": "https://mintlify.com/docs.json",
+  "theme": "mint",
+  "name": "Nixtla",
+  "colors": {
+    "primary": "#0E0E0E",
+    "light": "#FAFAFA",
+    "dark": "#0E0E0E"
+  },
+  "favicon": "/favicon.svg",
+  "navigation": {
+    "groups": [
+      {
+        "group": " ",
+        "pages": [
+          "index.html"
+        ]
+      },
+      {
+        "group": "Getting Started",
+        "pages": [
+          "docs/getting-started/installation.html",
+          "docs/getting-started/getting_started_short.html",
+          "docs/getting-started/getting_started_complete.html",
+          "docs/getting-started/getting_started_complete_polars.html"
+        ]
+      },
+      {
+        "group": "Tutorials",
+        "pages": [
+          "docs/tutorials/anomalydetection.html",
+          "docs/tutorials/conformalprediction.html",
+          "docs/tutorials/crossvalidation.html",
+          "docs/tutorials/electricityloadforecasting.html",
+          "docs/tutorials/electricitypeakforecasting.html",
+          "docs/tutorials/garch_tutorial.html",
+          "docs/tutorials/intermittentdata.html",
+          "docs/tutorials/mlflow.html",
+          "docs/tutorials/multipleseasonalities.html",
+          "docs/tutorials/statisticalneuralmethods.html",
+          "docs/tutorials/uncertaintyintervals.html"
+        ]
+      },
+      {
+        "group": "How to Guides",
+        "pages": [
+          "docs/how-to-guides/automatic_forecasting.html",
+          "docs/how-to-guides/exogenous.html",
+          "docs/how-to-guides/generating_features.html",
+          "docs/how-to-guides/sklearn_models.html",
+          "docs/how-to-guides/numba_cache.html"
+        ]
+      },
+      {
+        "group": "Distributed",
+        "pages": [
+          "docs/distributed/dask.html",
+          "docs/distributed/ray.html",
+          "docs/distributed/spark.html"
+        ]
+      },
+      {
+        "group": "Experiments",
+        "pages": [
+          "docs/experiments/amazonstatsforecast.html",
+          "docs/experiments/autoarima_vs_prophet.html",
+          "docs/experiments/ets_ray_m5.html",
+          "docs/experiments/prophet_spark_m5.html"
+        ]
+      },
+      {
+        "group": "Model References",
+        "pages": [
+          "docs/models/adida.html",
+          "docs/models/arch.html",
+          "docs/models/arima.html",
+          "docs/models/autoarima.html",
+          "docs/models/autoces.html",
+          "docs/models/autoets.html",
+          "docs/models/autoregressive.html",
+          "docs/models/autotheta.html",
+          "docs/models/crostonclassic.html",
+          "docs/models/crostonoptimized.html",
+          "docs/models/crostonsba.html",
+          "docs/models/dynamicoptimizedtheta.html",
+          "docs/models/dynamicstandardtheta.html",
+          "docs/models/garch.html",
+          "docs/models/holt.html",
+          "docs/models/holtwinters.html",
+          "docs/models/imapa.html",
+          "docs/models/mfles.html",
+          "docs/models/multipleseasonaltrend.html",
+          "docs/models/optimizedtheta.html",
+          "docs/models/seasonalexponentialsmoothing.html",
+          "docs/models/seasonalexponentialsmoothingoptimized.html",
+          "docs/models/simpleexponentialoptimized.html",
+          "docs/models/simpleexponentialsmoothing.html",
+          "docs/models/standardtheta.html",
+          "docs/models/tsb.html"
+        ]
+      },
+      {
+        "group": "API Reference",
+        "pages": [
+          "src/core/core.html",
+          "src/core/distributed.fugue.html",
+          "src/core/models.html",
+          "src/core/models_intro.html",
+          "src/feature_engineering.html"
+        ]
+      },
+      {
+        "group": "Contributing",
+        "pages": [
+          "docs/contribute/contribute.html",
+          "docs/contribute/docs.html",
+          "docs/contribute/issue-labels.html",
+          "docs/contribute/issues.html",
+          "docs/contribute/step-by-step.html",
+          "docs/contribute/techstack.html"
+        ]
+      }
+    ]
+  },
+  "logo": {
+    "light": "/light.png",
+    "dark": "/dark.png"
+  },
+  "navbar": {
+    "primary": {
+      "type": "github",
+      "href": "https://github.com/Nixtla/nixtla"
+    }
+  }
+}
\ No newline at end of file
diff --git a/docs/mintlify/mint.json b/docs/mintlify/mint.json
deleted file mode 100644
index c07a63547..000000000
--- a/docs/mintlify/mint.json
+++ /dev/null
@@ -1,138 +0,0 @@
-{
-  "$schema": "https://mintlify.com/schema.json",
-  "name": "Nixtla",
-  "logo": {
-    "light": "/light.png",
-    "dark": "/dark.png"
-  },
-  "favicon": "/favicon.svg",
-  "colors": {
-    "primary": "#0E0E0E",
-    "light": "#FAFAFA",
-    "dark": "#0E0E0E",
-    "anchors": {
-      "from": "#2AD0CA",
-      "to": "#0E00F8"
-    }
-  },
-  "topbarCtaButton": {
-    "type": "github",
-    "url": "https://github.com/Nixtla/nixtla"
-  },
-  "topAnchor": {
-    "name": "StatsForecast",
-    "icon": "bolt"
-  },
-  "navigation": [
-    {
-      "group": "",
-      "pages": [
-        "index.html"
-      ]
-    },
-    {
-      "group": "Getting Started",
-      "pages": [
-        "docs/getting-started/installation.html",
-        "docs/getting-started/getting_started_short.html",
-        "docs/getting-started/getting_started_complete.html",
-        "docs/getting-started/getting_started_complete_polars.html"
-      ]
-    },
-    {
-      "group": "Tutorials",
-      "pages": [
-        "docs/tutorials/anomalydetection.html",
-        "docs/tutorials/conformalprediction.html",
-        "docs/tutorials/crossvalidation.html",
-        "docs/tutorials/electricityloadforecasting.html",
-        "docs/tutorials/electricitypeakforecasting.html",
-        "docs/tutorials/garch_tutorial.html",
-        "docs/tutorials/intermittentdata.html",
-        "docs/tutorials/mlflow.html",
-        "docs/tutorials/multipleseasonalities.html",
-        "docs/tutorials/statisticalneuralmethods.html",
-        "docs/tutorials/uncertaintyintervals.html"
-      ]
-    },
-    {
-      "group": "How to Guides",
-      "pages": [
-        "docs/how-to-guides/automatic_forecasting.html",
-        "docs/how-to-guides/exogenous.html",
-        "docs/how-to-guides/generating_features.html",
-        "docs/how-to-guides/sklearn_models.html",
-        "docs/how-to-guides/numba_cache.html"
-      ]
-    },
-    {
-      "group": "Distributed",
-      "pages": [
-        "docs/distributed/dask.html",
-        "docs/distributed/ray.html",
-        "docs/distributed/spark.html"
-      ]
-    },
-    {
-      "group": "Experiments",
-      "pages": [
-        "docs/experiments/amazonstatsforecast.html",
-        "docs/experiments/autoarima_vs_prophet.html",
-        "docs/experiments/ets_ray_m5.html",
-        "docs/experiments/prophet_spark_m5.html"
-      ]
-    },
-    {
-      "group": "Model References",
-      "pages": [
-        "docs/models/adida.html",
-        "docs/models/arch.html",
-        "docs/models/arima.html",
-        "docs/models/autoarima.html",
-        "docs/models/autoces.html",
-        "docs/models/autoets.html",
-        "docs/models/autoregressive.html",
-        "docs/models/autotheta.html",
-        "docs/models/crostonclassic.html",
-        "docs/models/crostonoptimized.html",
-        "docs/models/crostonsba.html",
-        "docs/models/dynamicoptimizedtheta.html",
-        "docs/models/dynamicstandardtheta.html",
-        "docs/models/garch.html",
-        "docs/models/holt.html",
-        "docs/models/holtwinters.html",
-        "docs/models/imapa.html",
-        "docs/models/mfles.html",
-        "docs/models/multipleseasonaltrend.html",
-        "docs/models/optimizedtheta.html",
-        "docs/models/seasonalexponentialsmoothing.html",
-        "docs/models/seasonalexponentialsmoothingoptimized.html",
-        "docs/models/simpleexponentialoptimized.html",
-        "docs/models/simpleexponentialsmoothing.html",
-        "docs/models/standardtheta.html",
-        "docs/models/tsb.html"
-      ]
-    },
-    {
-      "group": "API Reference",
-      "pages": [
-        "src/core/core.html",
-        "src/core/distributed.fugue.html",
-        "src/core/models.html",
-        "src/core/models_intro.html",
-        "src/feature_engineering.html"
-      ]
-    },
-    {
-      "group": "Contributing",
-      "pages": [
-        "docs/contribute/contribute.html",
-        "docs/contribute/docs.html",
-        "docs/contribute/issue-labels.html",
-        "docs/contribute/issues.html",
-        "docs/contribute/step-by-step.html",
-        "docs/contribute/techstack.html"
-      ]
-    }
-  ]
-}
\ No newline at end of file