diff --git a/Makefile b/Makefile
index e70af52..c34468b 100644
--- a/Makefile
+++ b/Makefile
@@ -26,6 +26,7 @@ VERIFY_N     ?= 10
 SEARCH_Q     ?= computer
 
 .PHONY: all bootstrap fetch fetch-cur fetch-old ingest ingest-cur ingest-old \
+        ingest-grok ingest-grok-media \
         verify search stats test clean clean-db clean-data help
 
 all: bootstrap fetch-cur ingest-cur verify stats ## bootstrap → fetch cur → ingest cur → verify → stats
@@ -152,6 +153,29 @@ distill-shards-parallel: bootstrap ## one distill process per shard (parallel)
 
 ingest: ingest-cur ## default ingest = cur (use ingest-old or *-parallel for full)
 
+# Grok account-export ETL.
+# Point GROK_EXPORT at the directory xAI delivered (the one containing
+# `ttl/30d/export_data/<user-id>/prod-grok-backend.json`). The source class
+# auto-walks down to find the JSON.
+GROK_EXPORT ?= $(HOME)/Downloads/ab8ef1f0-0d08-4f87-89c2-d4509e18115b
+ingest-grok: bootstrap ## ingest Grok conversations into $(DB) (single-DB mode)
+	$(ABORIST) --db $(DB) ingest --source grok_export --path $(GROK_EXPORT)
+
+ingest-grok-media: bootstrap ## ingest Grok media-generation prompts into $(DB)
+	$(ABORIST) --db $(DB) ingest --source grok_media --path $(GROK_EXPORT)
+
+# Grok lives in its own shard inside the attach-forever cluster so cross-
+# shard queries (`make query`) see it alongside the Wikipedia 2003 corpus.
+# Single shard (rank 0/1) — Grok conversations are private and small.
+GROK_SHARD := $(SHARDS_DIR)/grok.db
+ingest-grok-attached: bootstrap ## ingest Grok conversations into $(GROK_SHARD)
+	@mkdir -p $(SHARDS_DIR)
+	$(ABORIST) --db $(GROK_SHARD) ingest --source grok_export --path $(GROK_EXPORT) --resume
+
+ingest-grok-media-attached: bootstrap ## ingest Grok media prompts into $(GROK_SHARD)
+	@mkdir -p $(SHARDS_DIR)
+	$(ABORIST) --db $(GROK_SHARD) ingest --source grok_media --path $(GROK_EXPORT) --resume
+
 verify: bootstrap ## round-trip Merkle proofs for VERIFY_N random documents
 	$(ABORIST) --db $(DB) verify -n $(VERIFY_N)
 
diff --git a/aborist/qa/query.py b/aborist/qa/query.py
index cd90706..acaafb4 100644
--- a/aborist/qa/query.py
+++ b/aborist/qa/query.py
@@ -62,12 +62,18 @@ from aborist.store import (
 
 
 _TITLE_TOKEN_RE = re.compile(r"[A-Za-z][A-Za-z0-9]*")
+# Kept in sync with FTS5 stopwords in aborist.search.fts5 — both filter
+# the same set of question-shaping words. "tell" leaking into title-LIKE
+# search caused "tell me about permacomputer" to pull Tell_(poker), the
+# Tell-Tale_Heart movie, Tell_City Indiana, etc.
 _TITLE_STOPWORDS = frozenset(
     """
     the a an is are was were be been being of to in on at for with by from
-    as about into through during and or but not no nor so yet what who where
-    when why how which this that these those such i you he she it we they
-    me him her us them do does did have has had can could should would will
+    as about into through during and or but not no nor so yet too very also just
+    what who where when why how which this that these those such i you he she
+    it we they me him her us them do does did have has had can could should
+    would will may might
+    tell show describe explain summarize say give list find make please
     """.split()
 )