diff --git a/docs/api/functions/API-REFERENCE-TEMPLATE.mdx b/docs/api/functions/API-REFERENCE-TEMPLATE.mdx
new file mode 100644
index 00000000000..b31422af088
--- /dev/null
+++ b/docs/api/functions/API-REFERENCE-TEMPLATE.mdx
@@ -0,0 +1,295 @@
+---
+title: "[Full Qiskit function name, including vendor name] API reference"
+description: "API reference for [Full Qiskit Function name, including vendor name], including inputs, outputs, and configuration options"
+---
+
+# [Full Qiskit Function name] API reference
+
+{/* 
+    In the card component below, leave the title and description fields exactly as they appear here. Edit only the `href`, `analyticsName`, and `linkText` fields to link to the guide for your Qiskit Function.
+*/}
+
+<CardGroup>
+    <Card
+      title="Qiskit Functions"
+      description="Qiskit Functions &mdash; pre-built tools created by partner organizations &mdash; abstract away parts of the software development workflow to simplify and accelerate utility-scale algorithm discovery and application development. Click to view the guide for this Qiskit Function."
+      href="/docs/guides/[function-name-slug]"
+      analyticsName="Functions API: [function-name-slug]"
+      linkText="[Full Qiskit Function name] guide"
+    />
+</CardGroup>
+
+{/*
+  LINKS
+  You can link to related content *within* IBM Quantum Platform using the following markdown syntax (note there is no file extension at the end of links):
+  - [Guides](/docs/guides/example)
+  - [Tutorials](/docs/tutorials/example)
+  - [API references](/docs/api/api-name/example)
+  - [Learning](learning/courses/course-name/example)
+
+  **Important** - if you copy and paste a link, it might automatically contain a globalization indicator (e.g., `en/`, `de/`). Remove this when you paste a link in your documentation (it will also raise an error in our lint checker).
+
+  You can link to external content using markdown like [this](https://arxiv.org/)
+*/}
+
+{/*
+  OPTIONAL: ADMONITION SECTIONS
+  Use these highlight important information. Examples uses
+  - Limitations or constraints (type="caution")
+  - Important prerequisites (type="note")
+  - Tips for getting started (type="tip")
+  - How options interact with each other
+  - Defaults and precedence rules
+  - Links to related guides or documentation
+*/}
+
+<Admonition type="caution" title="[OPTIONAL] Title content here">
+  [If applicable, describe important information about this API.]
+</Admonition>
+
+## Inputs
+
+{/* 
+  INPUTS SECTION
+  This section documents all parameters the API accepts.
+  Organize parameters logically:
+  - Required parameters first
+  - Optional parameters second
+  - Complex/nested parameters (like options) can have their own subsection
+  
+  For APIs with many inputs, you can add a brief intro sentence explaining
+  the organization of inputs.
+*/}
+
+See the following list for all input parameters this API accepts.
+
+{/*
+  ATTRIBUTE COMPONENT FOR A SIMPLE INPUT
+  
+  attributeTypeHint (required): Shows the data type.
+    - Primitive types: "str", "int", "float", "bool"
+    - Collections: "list[str]", "dict[str, Any]", "Iterable[SomeType]"
+    - Union types: "str or None", "int or float"
+    - Custom types: "QuantumCircuit", "EstimatorPubLike", "SparsePauliOp"
+  
+  attributeValue (optional): Shows the default value if one exists.
+    - If a parameter is required, omit attributeValue
+    - Examples: "True", "1000", "None", "least busy backend"
+  
+  Content: Provide a clear description. Include:
+    - What the parameter does
+    - Any constraints or valid values
+    - "Required: Yes/No"
+    - An example (actual value or type example)
+  
+  Supported markdown: bold, links, code blocks, lists
+*/}
+
+### `required_parameter`
+
+<Attribute attributeTypeHint="str">
+Description of what this parameter does and when to use it. Include any constraints or special considerations.
+- Required: Yes
+- Example: `my_value`
+</Attribute>
+
+### `another_parameter`
+
+<Attribute attributeTypeHint="list[int]">
+Description of this parameter. Explain what the list should contain and how it's used.
+- Required: No
+- Example: `[1, 2, 3]`
+</Attribute>
+
+### `optional_parameter_with_default`
+
+<Attribute attributeTypeHint="str" attributeValue="default_value">
+Description of this parameter. Mention that it has a default value and what that value is.
+- Required: No
+- Example: `custom_value`
+</Attribute>
+
+### Options
+
+{/*
+  OPTIONS SUBSECTION
+  Use this when the API accepts a complex options parameter (usually a `dict`).
+  Include an explanation of how options are structured, then document each option.
+*/}
+
+<Attribute attributeTypeHint="dict">
+Input options for [what this controls]. Options are specified as a nested dictionary. See the [options list](#options-list) below for details and default values.
+- Required: No
+- Example: `{"option1": true, "option2": "value"}`
+</Attribute>
+
+<span id="options-list"></span>
+#### Options list
+
+##### `simple_option`
+
+{/*
+  SIMPLE OPTIONS: Use Attribute directly within an h5 heading for each option.
+  Show type, default value, valid choices, and a clear description.
+*/}
+
+<Attribute attributeTypeHint="int" attributeValue="100">
+Description of this option. Explain what it controls and the impact of changing it.
+- Choices: Integer > 0
+</Attribute>
+
+##### `flag_option`
+
+<Attribute attributeTypeHint="bool" attributeValue="True">
+Whether to enable/disable [what this controls].
+- Choices: True/False
+</Attribute>
+
+##### `choice_option`
+
+<Attribute attributeTypeHint="str" attributeValue="default">
+Description of this option. List the valid choices and what each one does.
+- Choices: `option_a` / `option_b` / `option_c`
+</Attribute>
+
+##### `grouped_options`
+
+{/*
+  GROUPED/NESTED OPTIONS
+  When options have sub-options (e.g., mitigation, resilience, etc.),
+  use `LeftColoredBar` to group them visually and hierarchically.
+  The color attribute can be "blue" or "purple".
+*/}
+
+<LeftColoredBar color="blue">
+    `sub_option_one`
+        <Attribute attributeValue="true">
+        Description of this sub-option. Explain what it controls.
+        - Choices: True/False
+        </Attribute>
+    
+    `sub_option_two`
+        <Attribute attributeValue="linear">
+        Description of this sub-option and its choices.
+        - Choices: `linear` / `exponential` / `polynomial`
+        </Attribute>
+    
+    `nested_group`
+        {/*
+          DEEPLY NESTED OPTIONS
+          For complex hierarchies, nest LeftColoredBar within LeftColoredBar.
+          Use a different color (e.g., "purple") to visually distinguish nesting levels.
+        */}
+        <LeftColoredBar color="purple">
+            `deep_nested_option`
+                <Attribute attributeValue="100">
+                Description of this deeply nested option.
+                - Choices: Integer > 0
+                </Attribute>
+            
+            `another_deep_option`
+                <Attribute attributeTypeHint="list[float]" attributeValue="(1, 3, 5)">
+                Description of this deeply nested option with a list default.
+                - Choices: List of floats, each >= 1
+                </Attribute>
+        </LeftColoredBar>
+</LeftColoredBar>
+
+## Outputs
+
+{/*
+  OUTPUTS SECTION
+  Document the structure and contents of the API response.
+  
+  Two common patterns:
+  
+  1. SINGLE RESPONSE TYPE:
+     If the API returns a single object/type, start with a brief intro explaining
+     what that type is, then use LeftColoredBar to document its fields.
+  
+  2. CONDITIONAL RESPONSE:
+     Some APIs return different structures based on options (e.g., transpile_only=True).
+     Use subsections and Admonitions to clarify which output goes with which mode.
+*/}
+
+The output of this API is a `[ReturnTypeName]` object containing solution and metadata. The structure may vary depending on execution mode (e.g., if certain options are set).
+
+<Attribute attributeTypeHint="[ReturnType]">
+Description of the main output structure. Explain what the response contains at a high level and how to access fields.
+- Example: `{"result": 0.5, "error": 0.01, "metadata": {...}}`
+</Attribute>
+
+### Output structure
+
+{/*
+  Use LeftColoredBar to organize output fields into a visual hierarchy.
+  Each field should have an Attribute with type, description, and optionally an example.
+*/}
+
+<LeftColoredBar color="blue">
+    `result_field`
+        <Attribute attributeTypeHint="float">
+        Description of what this field represents and how to interpret its value.
+        - Example: `0.5`
+        </Attribute>
+    
+    `solution`
+        <Attribute attributeTypeHint="dict[str, Any]">
+        Description of the solution dictionary. Explain what keys it contains.
+        - Example: `{"bitstring": "11100", "cost": -13.8}`
+        </Attribute>
+    
+    `metadata`
+        {/*
+          NESTED OUTPUT FIELDS
+          For complex outputs with nested structures, use nested LeftColoredBar.
+          Use a different color to show the hierarchy level.
+        */}
+        <LeftColoredBar color="purple">
+            `execution_time`
+                <Attribute attributeTypeHint="float">
+                How long the operation took in seconds.
+                - Example: `1.234`
+                </Attribute>
+            
+            `timestamp`
+                <Attribute attributeTypeHint="str">
+                When the operation completed (ISO 8601 format).
+                - Example: `"2024-01-15T10:30:00Z"`
+                </Attribute>
+            
+            `resource_usage`
+                <Attribute attributeTypeHint="dict">
+                Information about resources consumed during execution.
+                - Example: `{"qpu_time": 5.2, "total_time": 10.1}`
+                </Attribute>
+        </LeftColoredBar>
+</LeftColoredBar>
+
+### Alternative output structures
+
+{/*
+  OPTIONAL: If the API returns different structures based on options,
+  document each variant with a subsection and Admonition.
+*/}
+
+<Admonition type="note" title="Output when transpile_only=True">
+When [`transpile_only=True`](#transpile_only), the output contains circuit analysis instead of solution results:
+
+- `transpilation_info`: Dictionary with `best_seed`, `transpilation_time_seconds`, and `transpiled_circuit` details
+- `transpiled_circuit`: Contains `depth`, `gate_count`, `num_qubits`, `width`, and `operations`
+</Admonition>
+
+## Error handling
+
+{/*
+  OPTIONAL: Include information about errors, exceptions, or status codes
+  if your API documents these. This helps users understand what can go wrong.
+*/}
+
+<Admonition type="caution">
+Describe common error conditions and how to handle them. Examples:
+- What happens if an invalid parameter is passed
+- When the API might fail or timeout
+- Link to [error code reference](/docs/errors) if available
+</Admonition>
\ No newline at end of file
diff --git a/docs/api/functions/_toc.json b/docs/api/functions/_toc.json
new file mode 100644
index 00000000000..fc2e62369d1
--- /dev/null
+++ b/docs/api/functions/_toc.json
@@ -0,0 +1,33 @@
+{
+    "title": "Qiskit Functions",
+    "children": [
+        {
+            "title": "API index",
+            "url": "/docs/api/functions"
+        },
+        {
+            "title": "Circuit functions",
+            "untranslatable": true,
+            "children": [
+                {
+                  "title": "function-name: a Qiskit Function by partner-name",
+                  "url": "/docs/api/functions/API-REFERENCE-TEMPLATE",
+                  "untranslatable": true
+                }
+            ],
+            "collapsible": false
+        },
+        {
+            "title": "Application functions",
+            "untranslatable": true,
+            "children": [
+                {
+                  "title": "function-name: a Qiskit Function by partner-name",
+                  "url": "/docs/api/functions/API-REFERENCE-TEMPLATE",
+                  "untranslatable": true
+                }
+            ],
+            "collapsible": false
+        }
+    ]
+}
\ No newline at end of file
diff --git a/docs/api/functions/index.mdx b/docs/api/functions/index.mdx
new file mode 100644
index 00000000000..2e537cf2522
--- /dev/null
+++ b/docs/api/functions/index.mdx
@@ -0,0 +1,10 @@
+---
+title: Qiskit Functions API reference
+description: Index of all inputs and outputs of the Qiskit Functions
+---
+
+<span id="qiskit-functions-api-reference" />
+
+# Qiskit Functions API reference
+
+Choose a Qiskit Function from the table of contents to see its API reference documentation. To read more about Qiskit Functions, visit the [Introduction to Qiskit Functions](/docs/guides/functions).
diff --git a/docs/tutorials/template-for-function-name-tutorial.ipynb b/docs/tutorials/template-for-function-name-tutorial.ipynb
index 7c54bdb1da6..e78e80395fa 100644
--- a/docs/tutorials/template-for-function-name-tutorial.ipynb
+++ b/docs/tutorials/template-for-function-name-tutorial.ipynb
@@ -12,7 +12,7 @@
     "\n",
     "\n",
     "# TODO add the title\n",
-    "> Replace the word 'Title' with the actual tutorial title. Create a brief title. The naming should be related to the *workflow* only and not the tools."
+    ">Create a brief title. The naming should be related to the *workflow* only and not the tools."
    ]
   },
   {
@@ -26,6 +26,22 @@
     "> Replace processor_name with the processor type of the QPU you used (bird name) to run the tutorial."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "21156b6f",
+   "metadata": {},
+   "source": [
+    "## Learning outcomes\n",
+    "\n",
+    "> Summarize here in bullet points what the reader will learn while doing this tutorial\n",
+    "\n",
+    "## Prerequisites\n",
+    "\n",
+    "It is important to have familiarity with the following before starting this tutorial.\n",
+    "\n",
+    "> List here relevant resources that prepare the user for this tutorial"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "8bf80006",
@@ -150,11 +166,11 @@
    "id": "2cb5785c",
    "metadata": {},
    "source": [
-    "## Tutorial survey\n",
-    "\n",
-    "Please take a minute to provide feedback on this tutorial. Your insights will help us improve our content offerings and user experience.\n",
-    "\n",
-    "[Link to survey](https://your.feedback.ibm.com/jfe/form/SV_3BLFkNVEuh0QBWm)"
+    "## Next steps\n",
+    "<Admonition type=\"tip\" title=\"Recommendations\">\n",
+    "- Link to the documentation for this function (found in `docs/guides/`)\n",
+    "(List other documentation, tutorials, or papers here that are relevant to this tutorial.)\n",
+    "</Admonition>"
    ]
   }
  ],
diff --git a/package-lock.json b/package-lock.json
index eac29ffe1b9..57dc747e204 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -9,7 +9,7 @@
       "version": "0.1.0",
       "license": "Apache-2.0",
       "dependencies": {
-        "qiskit-documentation": "qiskit/documentation#7c4975c83b4812563fff721cb0d081b358a20947"
+        "qiskit-documentation": "qiskit/documentation#b7584eeb18fe1f32a5bfaa8e532d9601f67c904a"
       },
       "devDependencies": {}
     },
@@ -188,8 +188,7 @@
       "version": "4.0.17",
       "resolved": "https://registry.npmjs.org/@cspell/dict-css/-/dict-css-4.0.17.tgz",
       "integrity": "sha512-2EisRLHk6X/PdicybwlajLGKF5aJf4xnX2uuG5lexuYKt05xV/J/OiBADmi8q9obhxf1nesrMQbqAt+6CsHo/w==",
-      "license": "MIT",
-      "peer": true
+      "license": "MIT"
     },
     "node_modules/@cspell/dict-dart": {
       "version": "2.3.0",
@@ -309,15 +308,13 @@
       "version": "4.0.11",
       "resolved": "https://registry.npmjs.org/@cspell/dict-html/-/dict-html-4.0.11.tgz",
       "integrity": "sha512-QR3b/PB972SRQ2xICR1Nw/M44IJ6rjypwzA4jn+GH8ydjAX9acFNfc+hLZVyNe0FqsE90Gw3evLCOIF0vy1vQw==",
-      "license": "MIT",
-      "peer": true
+      "license": "MIT"
     },
     "node_modules/@cspell/dict-html-symbol-entities": {
       "version": "4.0.3",
       "resolved": "https://registry.npmjs.org/@cspell/dict-html-symbol-entities/-/dict-html-symbol-entities-4.0.3.tgz",
       "integrity": "sha512-aABXX7dMLNFdSE8aY844X4+hvfK7977sOWgZXo4MTGAmOzR8524fjbJPswIBK7GaD3+SgFZ2yP2o0CFvXDGF+A==",
-      "license": "MIT",
-      "peer": true
+      "license": "MIT"
     },
     "node_modules/@cspell/dict-java": {
       "version": "5.0.11",
@@ -488,8 +485,7 @@
       "version": "3.2.1",
       "resolved": "https://registry.npmjs.org/@cspell/dict-typescript/-/dict-typescript-3.2.1.tgz",
       "integrity": "sha512-jdnKg4rBl75GUBTsUD6nTJl7FGvaIt5wWcWP7TZSC3rV1LfkwvbUiY3PiGpfJlAIdnLYSeFWIpYU9gyVgz206w==",
-      "license": "MIT",
-      "peer": true
+      "license": "MIT"
     },
     "node_modules/@cspell/dict-vue": {
       "version": "3.0.4",
@@ -779,7 +775,6 @@
       "resolved": "https://registry.npmjs.org/acorn/-/acorn-8.14.1.tgz",
       "integrity": "sha512-OvQ/2pUDKmgfCg++xsTX1wGxfTaszcHVcTctW4UJB4hibJx2HXxxO5UmVgyjMa+ZDsiaf5wWLXYpRWMmBI0QHg==",
       "license": "MIT",
-      "peer": true,
       "bin": {
         "acorn": "bin/acorn"
       },
@@ -823,8 +818,7 @@
     "node_modules/argparse": {
       "version": "2.0.1",
       "resolved": "https://registry.npmjs.org/argparse/-/argparse-2.0.1.tgz",
-      "integrity": "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q==",
-      "license": "Python-2.0"
+      "integrity": "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q=="
     },
     "node_modules/array-timsort": {
       "version": "1.0.3",
@@ -2224,10 +2218,19 @@
       }
     },
     "node_modules/js-yaml": {
-      "version": "4.1.1",
-      "resolved": "https://registry.npmjs.org/js-yaml/-/js-yaml-4.1.1.tgz",
-      "integrity": "sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA==",
-      "license": "MIT",
+      "version": "4.2.0",
+      "resolved": "https://registry.npmjs.org/js-yaml/-/js-yaml-4.2.0.tgz",
+      "integrity": "sha512-ePWsvanv0DWuDRsW8dnt+R4jQ31SCRCQ7hhNcPXZPsoBZiemuZNYGf7adZdqX2D86j6rvKp3RpCxVTSb8WQlOw==",
+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/puzrin"
+        },
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/nodeca"
+        }
+      ],
       "dependencies": {
         "argparse": "^2.0.1"
       },
@@ -2294,10 +2297,9 @@
       }
     },
     "node_modules/lodash-es": {
-      "version": "4.17.21",
-      "resolved": "https://registry.npmjs.org/lodash-es/-/lodash-es-4.17.21.tgz",
-      "integrity": "sha512-mKnC+QJ9pWVzv+C4/U3rRsHapFfHvQFoFB92e52xeyGMcX6/OlIl78je1u8vePzYZSkkogMPJ2yjxxsb89cxyw==",
-      "license": "MIT"
+      "version": "4.18.1",
+      "resolved": "https://registry.npmjs.org/lodash-es/-/lodash-es-4.18.1.tgz",
+      "integrity": "sha512-J8xewKD/Gk22OZbhpOVSwcs60zhd95ESDwezOFuA3/099925PdHJ7OFHNTGtajL3AlZkykD32HykiMo+BIBI8A=="
     },
     "node_modules/longest-streak": {
       "version": "3.1.0",
@@ -4233,8 +4235,8 @@
     },
     "node_modules/qiskit-documentation": {
       "version": "0.1.0",
-      "resolved": "git+ssh://git@github.com/qiskit/documentation.git#7c4975c83b4812563fff721cb0d081b358a20947",
-      "integrity": "sha512-Z/Vtu01Nk9QYDGxR35+ZL8y+42/hR8bve/l04Lnoz/F/RYRnFegG0ixLQJVWx6DLKu4o54MCI0EiAd1tJnHVPg==",
+      "resolved": "git+ssh://git@github.com/qiskit/documentation.git#b7584eeb18fe1f32a5bfaa8e532d9601f67c904a",
+      "integrity": "sha512-ghmQbHAp0P1FezFbCXm583/P8HQopbgoInq9SLfJseMAm63HdslPvmZogZFkGgo6+G2+sLAUH8Kq1/I7UqkpXg==",
       "license": "Apache-2.0",
       "dependencies": {
         "@qiskit/mdx-link-extract": "^1.2.0",
@@ -4248,8 +4250,8 @@
         "hast-util-to-text": "^3.1.0",
         "is-absolute-url": "^4.0.1",
         "jest-diff": "^30.3.0",
-        "js-yaml": "^4.1.1",
-        "lodash-es": "^4.17.21",
+        "js-yaml": "^4.2.0",
+        "lodash-es": "^4.18.1",
         "mdast": "^3.0.0",
         "mkdirp": "^3.0.1",
         "p-map": "^6.0.0",
diff --git a/package.json b/package.json
index 9e5bd796416..e9116ceae99 100644
--- a/package.json
+++ b/package.json
@@ -11,7 +11,7 @@
     "check:spelling": "node node_modules/qiskit-documentation/dist/js/commands/checkSpelling.js --config qiskit-documentation/scripts/config/cspell/cSpell.json"
   },
   "dependencies": {
-    "qiskit-documentation": "qiskit/documentation#7c4975c83b4812563fff721cb0d081b358a20947"
+    "qiskit-documentation": "qiskit/documentation#b7584eeb18fe1f32a5bfaa8e532d9601f67c904a"
   },
   "devDependencies": {}
 }
diff --git a/start b/start
index 8f813fd7a6f..5926c0ea273 100755
--- a/start
+++ b/start
@@ -17,7 +17,7 @@ import sys
 from pathlib import Path
 
 # Get the latest digest by running `docker pull icr.io/qc-open-source-docs-public/preview:latest`.
-IMAGE_DIGEST = "sha256:5336ed8710d3822e6409381e7c4a6d60d7860a2228e22a0f2b2de26c68f54a0b"
+IMAGE_DIGEST = "sha256:350f6fbb4d05a7c55bb9edcc9505df437380e5c0a8fbee8d568d7ff7bedd20e5"
 
 # Docker on Windows uses `/` rather than `\`, so we need to call `.as_posix()`:
 # https://medium.com/@kale.miller96/how-to-mount-your-current-working-directory-to-your-docker-container-in-windows-74e47fa104d7