[{'Text': '{"session_id":"3e88f40d-71c7-4cd9-9714-3fb980636f22","output":"Here\'s my full report after investigating the GBS system.\\n\\n---\\n\\n## Report: BT Broadband Data (2026Q1)\\n\\n### What I did\\n\\n1. Called `get_gbs_instructions` to learn the data model and pipeline templates\\n2. Queried the **Operator** collection to find BT entries\\n3. Queried the **Statistics** collection for each relevant BT operator\\n\\n### BT Operators Found\\n\\n| Name | Status | OID |\\n|------|--------|-----|\\n| **BT Group** | Active | `662ff7a3f9d5751ffbf300f6` |\\n| **BT Wholesale Business** | Active | `6a192180fca932b81d9cd0d3` |\\n| BT Wholesale | Active | `662ff7a3f9d5751ffbf301f3` |\\n| BT Yahoo | Archived | — |\\n\\n### BT Group — Current Period (2026Q1) vs Previous (2025Q4)\\n\\n**2026Q1 — only 1 record (all pending):**\\n\\n| Tech | Channel | Domain | Subscribers | State |\\n|------|---------|--------|-------------|-------|\\n| FTTP | Retail | Business | 316,000 | Pending |\\n\\n**2025Q4 — 8 records (7 published):**\\n\\n| Tech | Channel | Domain | Subscribers | State |\\n|------|---------|--------|-------------|-------|\\n| FTTP | Retail | Residential | 1,635,000 | Published |\\n| FTTP | Retail | Business | 290,000 | Published |\\n| FTTx | Retail | Residential | 2,643,300 | Pending |\\n| FTTx | Retail | Business | 265,700 | Published |\\n| DSL | Retail | Residential | 237,200 | Published |\\n| DSL | Retail | Business | 3,800 | Published |\\n| G.fast cabinet | Retail | Residential | 233,500 | Published |\\n| G.fast cabinet | Retail | Business | 11,500 | Published |\\n\\n### Key finding: Big gap in BT Group\'s 2026Q1 data\\n\\nBT Group went from **8 records** across **4 techs × 2 domains** in Q4 to just **1 record** (FTTP Business) in Q1. Missing entirely:\\n\\n- **FTTP Residential** — was 1.64M subs (their biggest product)\\n- **FTTx Residential** — was 2.64M subs (their biggest product)\\n- **FTTx Business** — was 266k subs\\n- **DSL Residential & Business** — was 237k + 4k\\n- **G.fast cabinet Residential & Business** — was 234k + 12k\\n\\n### BT Wholesale Business — Fully Entered ✅\\n\\nAll 4 records for 2026Q1 are published:\\n\\n| Tech | Domain | Subscribers | State |\\n|------|--------|-------------|-------|\\n| DSL | Business | 59,000 | Published |\\n| G.fast cabinet | Business | 15,000 | Published |\\n| FTTP | Business | 150,000 | Published |\\n| FTTx | Business | 450,000 | Published |\\n\\n### Bottom line\\n\\nBT Group\'s broadband data for 2026Q1 is **largely missing**. The only record entered is FTTP Business (316k, pending), and it looks like it was just carried forward from Q4 with a bump from 290k. The Residential side (FTTP at 1.64M and FTTx at 2.64M alone) plus DSL and G.fast cabinet are all unaccounted for. Meanwhile, BT Wholesale Business is fully caught up.\\n\\nIf you\'d like, I can flag this to Veronica (veronica.speiser@point-topic.com, who handles UK ops) or look up the admin page at [BT Group statistics](https://pt-research-app.vercel.app/operators/662ff7a3f9d5751ffbf300f6/statistics) to see if there\'s more context."}'}]