diff --git a/crates/service/job/seedance2_pro_job/src/job/job_loop/mod.rs b/crates/service/job/seedance2_pro_job/src/job/job_loop/mod.rs
deleted file mode 100644
index 121f72dfa2..0000000000
--- a/crates/service/job/seedance2_pro_job/src/job/job_loop/mod.rs
+++ /dev/null
@@ -1,2 +0,0 @@
-pub mod main_loop;
-pub mod process_completed_order;
diff --git a/crates/service/job/seedance2_pro_job/src/job/mod.rs b/crates/service/job/seedance2_pro_job/src/job/mod.rs
deleted file mode 100644
index eca8f82014..0000000000
--- a/crates/service/job/seedance2_pro_job/src/job/mod.rs
+++ /dev/null
@@ -1 +0,0 @@
-pub mod job_loop;
diff --git a/crates/service/job/seedance2_pro_job/src/main.rs b/crates/service/job/seedance2_pro_job/src/main.rs
index 2fb6bd57a6..db62c64af9 100644
--- a/crates/service/job/seedance2_pro_job/src/main.rs
+++ b/crates/service/job/seedance2_pro_job/src/main.rs
@@ -26,12 +26,13 @@ use seedance2pro::creds::seedance2pro_session::Seedance2ProSession;
 use server_environment::ServerEnvironment;
 
 use crate::http_server::run_http_server::{launch_http_server, CreateServerArgs};
-use crate::job::job_loop::main_loop::main_loop;
+use crate::main_loop::main_loop;
 use crate::job_dependencies::JobDependencies;
 
 pub mod http_server;
-pub mod job;
 pub mod job_dependencies;
+pub mod main_loop;
+pub mod process_job;
 
 // Bucket config
 const ENV_ACCESS_KEY: &str = "ACCESS_KEY";
diff --git a/crates/service/job/seedance2_pro_job/src/job/job_loop/main_loop.rs b/crates/service/job/seedance2_pro_job/src/main_loop.rs
similarity index 65%
rename from crates/service/job/seedance2_pro_job/src/job/job_loop/main_loop.rs
rename to crates/service/job/seedance2_pro_job/src/main_loop.rs
index 3dd7482a09..cf6efea1d2 100644
--- a/crates/service/job/seedance2_pro_job/src/job/job_loop/main_loop.rs
+++ b/crates/service/job/seedance2_pro_job/src/main_loop.rs
@@ -2,12 +2,11 @@ use std::collections::HashMap;
 use std::time::Duration;
 
 use log::{error, info, warn};
-use enums::by_table::generic_inference_jobs::frontend_failure_category::FrontendFailureCategory;
-use mysql_queries::queries::generic_inference::job::mark_job_failed_by_token::{mark_job_failed_by_token, MarkJobFailedByTokenArgs};
 use mysql_queries::queries::generic_inference::seedance2pro::list_pending_seedance2pro_jobs::list_pending_seedance2pro_jobs;
 use seedance2pro::requests::poll_orders::poll_orders::{poll_orders, PollOrdersArgs, TaskStatus};
 
-use crate::job::job_loop::process_completed_order::{mark_job_failed, process_completed_order};
+use crate::process_job::process_failed_job::process_failed_job;
+use crate::process_job::process_successful_job::process_successful_job;
 use crate::job_dependencies::JobDependencies;
 
 pub async fn main_loop(job_dependencies: JobDependencies) {
@@ -80,7 +79,7 @@ async fn run_poll_iteration(deps: &JobDependencies) -> anyhow::Result<()> {
           order.order_id,
           job.job_token.as_str()
         );
-        if let Err(err) = process_completed_order(deps, &job, order).await {
+        if let Err(err) = process_successful_job(deps, &job, order).await {
           warn!(
             "Error processing completed order {}: {:?}",
             order.order_id, err
@@ -91,43 +90,7 @@ async fn run_poll_iteration(deps: &JobDependencies) -> anyhow::Result<()> {
         }
       }
       TaskStatus::Failed => {
-        let reason = order
-          .fail_reason
-          .as_deref()
-          .unwrap_or("unknown failure reason");
-
-        let reason_lower = reason.to_lowercase();
-
-        let platform_rules_violation = reason_lower.contains("violates") ||
-            reason_lower.contains("platform rules") ||
-            reason_lower.contains("please modify");
-
-        let frontend_failure_category = if platform_rules_violation {
-          Some(FrontendFailureCategory::ModelRulesViolation)
-        } else {
-          None
-        };
-
-        warn!(
-          "Order {} failed: {}. Marking job {} failed.",
-          order.order_id, reason, job.job_token.as_str()
-        );
-
-        let mark_failed_result = mark_job_failed_by_token(MarkJobFailedByTokenArgs {
-          pool: &deps.mysql_pool,
-          job_token: &job.job_token,
-          maybe_public_failure_reason: Some(reason),
-          internal_debugging_failure_reason: reason,
-          maybe_frontend_failure_category: frontend_failure_category,
-        }).await;
-
-        if let Err(err) = mark_failed_result {
-          error!(
-            "Error marking job {} as failed: {:?}",
-            job.job_token.as_str(),
-            err
-          );
-        }
+        process_failed_job(deps, &job, order).await;
       }
       TaskStatus::Pending | TaskStatus::Processing => {
         // Still in progress — check again next poll.
diff --git a/crates/service/job/seedance2_pro_job/src/process_job/mod.rs b/crates/service/job/seedance2_pro_job/src/process_job/mod.rs
new file mode 100644
index 0000000000..357e8d5ae1
--- /dev/null
+++ b/crates/service/job/seedance2_pro_job/src/process_job/mod.rs
@@ -0,0 +1,2 @@
+pub mod process_failed_job;
+pub mod process_successful_job;
diff --git a/crates/service/job/seedance2_pro_job/src/process_job/process_failed_job.rs b/crates/service/job/seedance2_pro_job/src/process_job/process_failed_job.rs
new file mode 100644
index 0000000000..7dca9fd540
--- /dev/null
+++ b/crates/service/job/seedance2_pro_job/src/process_job/process_failed_job.rs
@@ -0,0 +1,54 @@
+use log::{error, warn};
+
+use enums::by_table::generic_inference_jobs::frontend_failure_category::FrontendFailureCategory;
+use mysql_queries::queries::generic_inference::job::mark_job_failed_by_token::{mark_job_failed_by_token, MarkJobFailedByTokenArgs};
+use mysql_queries::queries::generic_inference::seedance2pro::list_pending_seedance2pro_jobs::PendingSeedance2ProJob;
+use seedance2pro::requests::poll_orders::poll_orders::OrderStatus;
+
+use crate::job_dependencies::JobDependencies;
+
+pub async fn process_failed_job(
+  deps: &JobDependencies,
+  job: &PendingSeedance2ProJob,
+  order: &OrderStatus,
+) {
+  let reason = order
+    .fail_reason
+    .as_deref()
+    .unwrap_or("unknown failure reason");
+
+  let reason_lower = reason.to_lowercase();
+
+  let platform_rules_violation = reason_lower.contains("violates") ||
+    reason_lower.contains("platform rules") ||
+    reason_lower.contains("please modify");
+
+  let frontend_failure_category = if platform_rules_violation {
+    Some(FrontendFailureCategory::ModelRulesViolation)
+  } else {
+    None
+  };
+
+  warn!(
+    "Order {} failed: {}. Marking job {} failed.",
+    order.order_id, reason, job.job_token.as_str()
+  );
+
+  let mark_failed_result = mark_job_failed_by_token(MarkJobFailedByTokenArgs {
+    pool: &deps.mysql_pool,
+    job_token: &job.job_token,
+    maybe_public_failure_reason: Some(reason),
+    internal_debugging_failure_reason: reason,
+    maybe_frontend_failure_category: frontend_failure_category,
+  }).await;
+
+  if let Err(err) = mark_failed_result {
+    error!(
+      "Error marking job {} as failed: {:?}",
+      job.job_token.as_str(),
+      err
+    );
+  }
+
+  // TODO: Refund credits to the user for the failed generation.
+}
diff --git a/crates/service/job/seedance2_pro_job/src/job/job_loop/process_completed_order.rs b/crates/service/job/seedance2_pro_job/src/process_job/process_successful_job.rs
similarity index 87%
rename from crates/service/job/seedance2_pro_job/src/job/job_loop/process_completed_order.rs
rename to crates/service/job/seedance2_pro_job/src/process_job/process_successful_job.rs
index 9d63ad201e..342255fed0 100644
--- a/crates/service/job/seedance2_pro_job/src/job/job_loop/process_completed_order.rs
+++ b/crates/service/job/seedance2_pro_job/src/process_job/process_successful_job.rs
@@ -9,18 +9,17 @@ use enums::by_table::media_files::media_file_origin_product_category::MediaFileO
 use enums::by_table::media_files::media_file_type::MediaFileType;
 use errors::AnyhowResult;
 use hashing::sha256::sha256_hash_bytes::sha256_hash_bytes;
-use mysql_queries::queries::generic_inference::job::mark_job_failed_by_token::{mark_job_failed_by_token, MarkJobFailedByTokenArgs};
 use mysql_queries::queries::generic_inference::seedance2pro::list_pending_seedance2pro_jobs::PendingSeedance2ProJob;
 use mysql_queries::queries::media_files::create::insert_builder::media_file_insert_builder::MediaFileInsertBuilder;
 use mysql_queries::queries::generic_inference::web::mark_generic_inference_job_successfully_done_by_token::mark_generic_inference_job_successfully_done_by_token;
 use seedance2pro::requests::poll_orders::poll_orders::OrderStatus;
 use crate::job_dependencies::JobDependencies;
 
-const PREFIX : &str = "artcraft_";
-const SUFFIX : &str = ".mp4";
+const PREFIX: &str = "artcraft_";
+const SUFFIX: &str = ".mp4";
 
 /// Download the completed video, upload to bucket, create media file record, and mark job done.
-pub async fn process_completed_order(
+pub async fn process_successful_job(
   deps: &JobDependencies,
   job: &PendingSeedance2ProJob,
   order: &OrderStatus,
@@ -143,18 +142,3 @@ pub async fn process_completed_order(
 
   Ok(())
 }
-
-/// Mark a job as permanently failed.
-pub async fn mark_job_failed(
-  deps: &JobDependencies,
-  job: &PendingSeedance2ProJob,
-  fail_reason: &str,
-) -> AnyhowResult<()> {
-  mark_job_failed_by_token(MarkJobFailedByTokenArgs {
-    pool: &deps.mysql_pool,
-    job_token: &job.job_token,
-    maybe_public_failure_reason: Some(fail_reason),
-    internal_debugging_failure_reason: fail_reason,
-    maybe_frontend_failure_category: None,
-  }).await
-}