diff --git a/src/discord/commands/pdfs.ts b/src/discord/commands/pdfs.ts
index 79cd3097..d04e327f 100644
--- a/src/discord/commands/pdfs.ts
+++ b/src/discord/commands/pdfs.ts
@@ -54,10 +54,20 @@ export default {
         })
 
         thread.send(`PDF i kö: ${url}`)
-        nlmParsePDF.queue.add('download ' + url.slice(-20), {
-          url,
-          threadId: thread.id,
-        })
+        nlmParsePDF.queue.add(
+          'download ' + url.slice(-20),
+          {
+            url,
+            threadId: thread.id,
+          },
+          {
+            backoff: {
+              type: 'fixed',
+              delay: 60_000,
+            },
+            attempts: 10,
+          }
+        )
       })
     } catch (error) {
       console.error('Pdfs: error', error)
diff --git a/src/lib/vectordb.ts b/src/lib/vectordb.ts
index de452eb8..aff4b494 100644
--- a/src/lib/vectordb.ts
+++ b/src/lib/vectordb.ts
@@ -23,9 +23,29 @@ async function addReport(url: string, markdown: string) {
     .map((p) => p.trim())
     .filter((p) => p.length > 0)
 
+  let prefix = ''
+  const mergedParagraphs: string[] = []
+
+  // Combine standalone headers (titles without body) with the next paragraph that has a body.
+  for (let i = 0; i < paragraphs.length; i++) {
+    const current = paragraphs[i]
+    const hasBody = current.split('\n').length > 1
+
+    if (!hasBody) {
+      prefix += (prefix ? '\n' : '') + current
+    } else {
+      mergedParagraphs.push((prefix ? prefix + '\n' : '') + current)
+      prefix = ''
+    }
+  }
+
+  if (prefix) {
+    mergedParagraphs.push(prefix)
+  }
+
   const documentChunks: { chunk: string; paragraph: string }[] = []
 
-  paragraphs.forEach((paragraph) => {
+  mergedParagraphs.forEach((paragraph) => {
     for (let i = 0; i < paragraph.length; i += CHUNK_SIZE - overlapSize) {
       const chunk = paragraph.slice(i, i + CHUNK_SIZE).trim()
       if (chunk.length > 0) {
diff --git a/src/prompts/followUp/scope12.ts b/src/prompts/followUp/scope12.ts
index 4795bdcf..02c02163 100644
--- a/src/prompts/followUp/scope12.ts
+++ b/src/prompts/followUp/scope12.ts
@@ -43,7 +43,7 @@ NEVER CALCULATE ANY EMISSIONS. ONLY REPORT THE DATA AS IT IS IN THE PDF. If you
 Example - feel free to add more fields and relevant data:
 {
   "scope12": [{
-    "year": 2021,
+    "year": 2023,
     "scope1": {
       "total": 12.3
     },
diff --git a/src/workers/nlmParsePDF.ts b/src/workers/nlmParsePDF.ts
index ceb0ae18..a174d3ab 100644
--- a/src/workers/nlmParsePDF.ts
+++ b/src/workers/nlmParsePDF.ts
@@ -44,6 +44,17 @@ const nlmParsePDF = new DiscordWorker(
         let json
         try {
           json = await extractJsonFromPdf(pdf)
+        } catch (err) {
+          if (job.attemptsMade < (job.opts?.attempts || 10)) {
+            job.editMessage(
+              `❌ Fel vid tolkning av PDF: ${err.message}. Försöker igen om en stund...`
+            )
+          } else {
+            job.editMessage(
+              `❌ Fel vid tolkning av PDF: ${err.message}. Ger upp...`
+            )
+          }
+          throw new Error('Failed to parse PDF, retrying in one minute...')
         } finally {
           clearInterval(interval)
         }