diff --git a/BENCHMARK_WORKFLOW.md b/BENCHMARK_WORKFLOW.md
index c7e22df..f97606e 100644
--- a/BENCHMARK_WORKFLOW.md
+++ b/BENCHMARK_WORKFLOW.md
@@ -37,17 +37,23 @@
    - Logs go in `logs/`.
    - Reports (e.g. `report.md`, `comparison_report.md`) go in the run root.
 
-3. **Each `bench_results/<run>/` directory must contain a `README.md`.**
-   - What was benchmarked.
-   - Which script(s) produced the outputs.
-   - File naming convention.
-   - Inventory of outputs (table).
+3. **Each `bench_results/<run>/` directory must contain two final artifacts.**
+   - A Markdown report for human reading (e.g. `report.md`, `comparison_report.md`).
+   - A JSON file with the complete structured result data for programmatic analysis (e.g. `results.json`).
+   - The directory may also contain a `README.md` documenting provenance if the report alone does not cover it.
 
-4. **Scripts should default `RESULT_ROOT` to `bench_results/<experiment>_${RUN_ID}`.**
+4. **Final JSON must contain raw/structured data, not just summary numbers.**
+   - Metadata: experiment name, timestamp, model, backend, hardware, script path, environment/commit info.
+   - Per-scenario/per-configuration results: all request latencies, TTFT, TPOT, ITL, token counts, throughput, accept length, success/failure counts.
+   - Include P50 / P90 / P95 / P99 percentiles where applicable.
+   - Keep the schema stable so downstream Python scripts can parse all experiments uniformly.
+   - See [Final JSON Schema](#final-json-schema) below for the recommended structure.
+
+5. **Scripts should default `RESULT_ROOT` to `bench_results/<experiment>_${RUN_ID}`.**
    - Allow override via `RESULT_ROOT` env var.
    - Use `RUN_ID=$(date '+%Y%m%d-%H%M%S')` unless specified.
 
-5. **Server start scripts write to `logs/`.**
+6. **Server start scripts write to `logs/`.**
    - `logs/<service>_<timestamp>.log`
    - Keep server logs separate from benchmark result logs.
 
@@ -85,6 +91,80 @@ logs/<service>_YYYYMMDD_HHMMSS.log
 logs/<experiment>_orchestrator_YYYYMMDD_HHMMSS.log
 ```
 
+## Final JSON Schema
+
+The JSON file inside each `bench_results/<run>/` directory should follow a stable schema so that downstream Python scripts can load every experiment the same way. The file is usually named `results.json`.
+
+### Required top-level fields
+
+```json
+{
+  "metadata": {
+    "experiment": "dspark_grid",
+    "run_id": "20260707-132641",
+    "timestamp": "2026-07-07T13:26:41+08:00",
+    "model": "/data/models/DeepSeek-V4-Flash-DSpark",
+    "backend": "vllm-dspark",
+    "script": "scripts/benchmark_dspark_0707/run_dspark_benchmark_grid.sh",
+    "hardware": "8x NVIDIA H200 143GB",
+    "env": "/data/user1/yy/envs/vllm-dspark",
+    "git_commit": "optional git sha",
+    "description": "optional free-text note"
+  },
+  "config": {
+    "tp": 8,
+    "kv_cache_dtype": "fp8",
+    "spec_method": "dspark",
+    "spec_tokens": 5,
+    "block_size": 256,
+    "max_num_seqs": 256,
+    "extra_args": "--no-disable-hybrid-kv-cache-manager"
+  },
+  "scenarios": [
+    {
+      "name": "chat_short",
+      "concurrency": 64,
+      "input_len": 1000,
+      "output_len": 256,
+      "duration_s": 21.27,
+      "success": 512,
+      "failed": 0,
+      "request_throughput": 24.07,
+      "input_token_throughput": 6391.14,
+      "output_token_throughput": 3189.39,
+      "total_token_throughput": 9580.52,
+      "accept_length": 3.2,
+      "latencies": {
+        "e2e_ms": { "mean": 2547.81, "p50": 2400.0, "p90": 4800.0, "p95": 5606.07, "p99": 6543.97 },
+        "ttft_ms": { "mean": 268.68, "p50": 240.0, "p90": 480.0, "p95": 543.21, "p99": 588.63 },
+        "tpot_ms": { "mean": 18.24, "p50": 16.0, "p90": 28.0, "p95": 30.39, "p99": 39.57 },
+        "itl_ms": { "mean": 70.29, "p50": 60.0, "p90": 110.0, "p95": 130.0, "p99": 160.0 }
+      },
+      "raw_requests": [
+        {
+          "request_id": "uuid-or-index",
+          "input_tokens": 1000,
+          "output_tokens": 256,
+          "e2e_ms": 2500.0,
+          "ttft_ms": 260.0,
+          "tpot_ms": 18.0,
+          "itl_ms": 70.0,
+          "accept_length": 3.0,
+          "success": true
+        }
+      ]
+    }
+  ]
+}
+```
+
+### Notes
+
+- `raw_requests` is optional but recommended when the JSON size is manageable. If a single run produces millions of requests, store per-request data as `raw_outputs/*.jsonl` and keep only aggregated percentiles in `results.json`.
+- Always include **P50 / P90 / P95 / P99** for TTFT, TPOT, E2E, and ITL. P95 is the primary SLO metric.
+- Keep field names snake_case and consistent across experiments.
+- If a metric is not applicable (e.g. `accept_length` for non-speculative decoding), set it to `null` rather than omitting the key.
+
 ## Quick Start
 
 ### Run DSpark grid benchmark
@@ -117,6 +197,8 @@ bash scripts/benchmark_dsv4_backend_comparison.sh all
 
 - [ ] No `.jsonl`, `.json`, `.log`, or `.md` files left in `/data/user1/yy/` root.
 - [ ] All outputs moved to `bench_results/<experiment>_<timestamp>/`.
-- [ ] `bench_results/<run>/README.md` exists and documents provenance.
+- [ ] `bench_results/<run>/report.md` (or equivalent human-readable `.md`) exists.
+- [ ] `bench_results/<run>/results.json` exists and follows the [Final JSON Schema](#final-json-schema).
+- [ ] `bench_results/<run>/README.md` exists and documents provenance (or the report itself covers provenance).
 - [ ] Scripts moved to `scripts/` (or `scripts/<group>/`).
 - [ ] Script path references updated after moving.
diff --git a/README.md b/README.md
index a4c1366..5d01ebc 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@
 | 目录/文件 | 说明 |
 |---|---|
 | `scripts/` | 所有 benchmark 脚本、服务启动脚本、结果解析脚本 |
-| `bench_results/` | 各次实验的最终报告与 summary JSON |
+| `bench_results/` | 各次实验的最终产物：人可读 `.md` 报告 + 结构化 `results.json`（含原始数据与分位统计） |
 | `BENCHMARK_WORKFLOW.md` | benchmark 目录与命名规范 |
 | `scripts/SLO_STANDARDS.md` | 推理服务 SLO 标准（TTFT/TPOT） |