diff --git a/README.md b/README.md
index c7b2d50..f0aa5eb 100644
--- a/README.md
+++ b/README.md
@@ -9,8 +9,10 @@ model developed by Google Research for time-series forecasting.
 *   All checkpoints:
     [TimesFM Hugging Face Collection](https://huggingface.co/collections/google/timesfm-release-66e4be5fdb56e960c1e482a6).
 *   [Google Research blog](https://research.google/blog/a-decoder-only-foundation-model-for-time-series-forecasting/).
-*   [TimesFM in BigQuery](https://cloud.google.com/bigquery/docs/timesfm-model):
-    an official Google product.
+*   TimesFM in Google 1P Products:
+    *   [BigQuery ML](https://cloud.google.com/bigquery/docs/timesfm-model): Enterprise level SQL queries for scalability and reliability.
+    *   [Google Sheets](https://workspaceupdates.googleblog.com/2026/02/forecast-data-in-connected-sheets-BigQueryML-TimesFM.html): For your daily spreadsheet. 
+    *   [Vertex Model Garden](https://pantheon.corp.google.com/vertex-ai/publishers/google/model-garden/timesfm): Dockerized endpoint for agentic calling.
 
 This open version is not an officially supported Google product.
 
@@ -28,6 +30,8 @@ Added fine-tuning example using HuggingFace Transformers + PEFT (LoRA) — see
 [`timesfm-forecasting/examples/finetuning/`](timesfm-forecasting/examples/finetuning/).
 Also added unit tests (`tests/`) and incorporated several community fixes.
 
+Shoutout to [@kashif](https://github.com/kashif) and [@darkpowerxo](https://github.com/darkpowerxo). 
+
 ## Update - Mar. 19, 2026
 
 Huge shoutout to [@borealBytes](https://github.com/borealBytes) for adding the support for [AGENTS](https://github.com/google-research/timesfm/blob/master/AGENTS.md)! TimesFM [SKILL.md](https://github.com/google-research/timesfm/tree/master/timesfm-forecasting) is out.