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diff --git a/seaweed-vector/crates/core/src/coverage.rs b/seaweed-vector/crates/core/src/coverage.rs
new file mode 100644
index 0000000000..02e537922f
--- /dev/null
+++ b/seaweed-vector/crates/core/src/coverage.rs
@@ -0,0 +1,205 @@
+//! Which fragments the vector index covers, and which it has not reached yet.
+
+use std::collections::BTreeMap;
+
+use anyhow::{Context, Result};
+use lance::Dataset;
+use lance::index::DatasetIndexExt;
+use roaring::RoaringBitmap;
+
+/// How much of the dataset one named index covers at this version.
+#[derive(Debug)]
+pub struct IndexCoverage {
+    pub index_name: String,
+    /// Physical index segments: the IndexMetadata deltas sharing the name.
+    pub segments: usize,
+    /// False when any delta of this index lacks a fragment bitmap: the index
+    /// exists but which fragments it covers is unknown.
+    pub coverage_known: bool,
+    pub indexed_fragments: Vec<u64>,
+    pub unindexed_fragments: Vec<u64>,
+    pub unindexed_rows: usize,
+}
+
+/// Coverage for every index built on `vector_column` at this version.
+pub async fn coverage(dataset: &Dataset, vector_column: &str) -> Result<Vec<IndexCoverage>> {
+    let field = dataset
+        .schema()
+        .field(vector_column)
+        .with_context(|| format!("no such column {vector_column}"))?;
+    let mut by_name: BTreeMap<String, Vec<Option<RoaringBitmap>>> = BTreeMap::new();
+    for index in dataset.load_indices().await?.iter() {
+        if index.fields != [field.id] {
+            continue;
+        }
+        by_name
+            .entry(index.name.clone())
+            .or_default()
+            .push(index.fragment_bitmap.clone());
+    }
+    let all: RoaringBitmap = dataset
+        .fragments()
+        .iter()
+        .map(|f| f.id as u32)
+        .collect();
+    let mut out = Vec::new();
+    for (name, bitmaps) in by_name {
+        let coverage_known = bitmaps.iter().all(|b| b.is_some());
+        let mut indexed = RoaringBitmap::new();
+        for bitmap in bitmaps.iter().flatten() {
+            indexed |= bitmap;
+        }
+        // The bitmap records what the index covered when built; fragments
+        // the manifest has since dropped are not part of this version.
+        let indexed = indexed & &all;
+        let unindexed = &all - &indexed;
+        let mut unindexed_rows = 0;
+        for fragment in dataset.get_fragments() {
+            // physical_rows counts deleted rows too, and may be absent in the
+            // manifest; count live rows instead.
+            if unindexed.contains(fragment.id() as u32) {
+                unindexed_rows += fragment.count_rows(None).await?;
+            }
+        }
+        out.push(IndexCoverage {
+            index_name: name,
+            segments: bitmaps.len(),
+            coverage_known,
+            indexed_fragments: indexed.iter().map(|id| id as u64).collect(),
+            unindexed_rows,
+            unindexed_fragments: unindexed.iter().map(|id| id as u64).collect(),
+        });
+    }
+    Ok(out)
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use crate::query::{Query, ann, flat};
+    use crate::table::VectorTable;
+    use crate::testing::{DIM, append_dataset, vectors, write_dataset};
+    use lance::index::vector::VectorIndexParams;
+    use lance_index::IndexType;
+    use lance_linalg::distance::DistanceType;
+    use tempfile::TempDir;
+
+    async fn indexed_dataset(dir: &TempDir, tags: &[&str]) -> Dataset {
+        let mut dataset = write_dataset(dir, &vectors(tags.len(), DIM), tags).await;
+        let params = VectorIndexParams::ivf_flat(4, DistanceType::L2);
+        dataset
+            .create_index(
+                &["vector"],
+                IndexType::Vector,
+                Some("vidx".to_string()),
+                &params,
+                true,
+            )
+            .await
+            .unwrap();
+        dataset.checkout_latest().await.unwrap();
+        dataset
+    }
+
+    #[tokio::test]
+    async fn coverage_reports_the_unindexed_fragment() {
+        let dir = TempDir::new().unwrap();
+        let mut dataset = indexed_dataset(&dir, &["a"; 64]).await;
+        append_dataset(&mut dataset, &vectors(4, DIM), &["b"; 4]).await;
+
+        let coverages = coverage(&dataset, "vector").await.unwrap();
+        assert_eq!(coverages.len(), 1);
+        let cov = &coverages[0];
+        assert_eq!(cov.index_name, "vidx");
+        assert_eq!(cov.segments, 1);
+        assert_eq!(cov.indexed_fragments, vec![0]);
+        assert_eq!(cov.unindexed_fragments.len(), 1);
+        assert_eq!(cov.unindexed_rows, 4);
+    }
+
+    #[tokio::test]
+    async fn ann_searches_unindexed_fragments() {
+        let dir = TempDir::new().unwrap();
+        let mut dataset = indexed_dataset(&dir, &["a"; 64]).await;
+        append_dataset(&mut dataset, &[vec![9.0; DIM]], &["b"]).await;
+        let table = VectorTable::resolve(&dataset, None, None).unwrap();
+
+        let hits = ann(
+            &dataset,
+            &table,
+            &Query {
+                vector: vec![9.0; DIM],
+                k: 1,
+                filter: None,
+                postfilter: false,
+                distance: DistanceType::L2,
+                nprobes: Some(4),
+            },
+        )
+        .await
+        .unwrap();
+        assert_eq!(hits.len(), 1);
+        assert_eq!(hits[0].key, "k64");
+        assert!(hits[0].distance < 1e-6);
+    }
+
+    #[tokio::test]
+    async fn prefiltered_ann_matches_filtered_flat() {
+        let dir = TempDir::new().unwrap();
+        let tags: Vec<&str> = (0..64)
+            .map(|i| if i % 2 == 0 { "a" } else { "b" })
+            .collect();
+        let mut dataset = indexed_dataset(&dir, &tags).await;
+        append_dataset(&mut dataset, &vectors(4, DIM), &["a"; 4]).await;
+        let table = VectorTable::resolve(&dataset, None, None).unwrap();
+
+        let query = Query {
+            vector: vectors(1, DIM).remove(0),
+            k: 10,
+            filter: Some("tag = 'a'".to_string()),
+            postfilter: false,
+            distance: DistanceType::L2,
+            nprobes: Some(4),
+        };
+        let filtered = ann(&dataset, &table, &query).await.unwrap();
+        let exact = flat(&dataset, &table, &query).await.unwrap();
+        // equal-distance hits have no specified order between the two scans
+        let mut filtered_keys = filtered.iter().map(|h| &h.key).collect::<Vec<_>>();
+        let mut exact_keys = exact.iter().map(|h| &h.key).collect::<Vec<_>>();
+        filtered_keys.sort();
+        exact_keys.sort();
+        assert_eq!(filtered_keys, exact_keys);
+        assert!(filtered.len() <= 10);
+        assert!(filtered.iter().all(|h| h.key != "k1"));
+    }
+
+    #[tokio::test]
+    async fn pinned_version_ignores_newer_commits() {
+        let dir = TempDir::new().unwrap();
+        let mut dataset = write_dataset(&dir, &vectors(4, DIM), &["a"; 4]).await;
+        let pinned = dataset
+            .checkout_version(dataset.version().version)
+            .await
+            .unwrap();
+        append_dataset(&mut dataset, &vectors(4, DIM), &["b"; 4]).await;
+
+        assert_eq!(pinned.count_rows(None).await.unwrap(), 4);
+        let table = VectorTable::resolve(&pinned, None, None).unwrap();
+        let hits = flat(
+            &pinned,
+            &table,
+            &Query {
+                vector: vectors(1, DIM).remove(0),
+                k: 10,
+                filter: None,
+                postfilter: false,
+                distance: DistanceType::L2,
+                nprobes: None,
+            },
+        )
+        .await
+        .unwrap();
+        assert_eq!(hits.len(), 4);
+        assert!(hits.iter().all(|h| h.row_id < 4));
+    }
+}
diff --git a/seaweed-vector/crates/core/src/lib.rs b/seaweed-vector/crates/core/src/lib.rs
index 57c34a8d5e..c4842ddbae 100644
--- a/seaweed-vector/crates/core/src/lib.rs
+++ b/seaweed-vector/crates/core/src/lib.rs
@@ -5,8 +5,12 @@
 //! the whole dataset: index-accelerated where an ANN index exists, exact where
 //! it does not, always covering the fragments no index has reached yet.
 
+pub mod coverage;
 pub mod query;
 pub mod table;
+#[cfg(test)]
+mod testing;
 
+pub use coverage::IndexCoverage;
 pub use query::{Hit, Query};
 pub use table::VectorTable;
diff --git a/seaweed-vector/crates/core/src/query.rs b/seaweed-vector/crates/core/src/query.rs
index 49f8e207c9..fb917adfec 100644
--- a/seaweed-vector/crates/core/src/query.rs
+++ b/seaweed-vector/crates/core/src/query.rs
@@ -20,6 +20,11 @@ pub struct Query {
     pub k: usize,
     /// A Lance SQL filter over the metadata columns.
     pub filter: Option<String>,
+    /// Filter the top-K rows after ranking instead of the eligible rows
+    /// before it. Lance's default post-filters and can return fewer than k
+    /// results while eligible neighbours go unreported; keep it off for
+    /// S3 Vectors filter semantics.
+    pub postfilter: bool,
     pub distance: DistanceType,
     pub nprobes: Option<usize>,
 }
@@ -97,6 +102,7 @@ fn scanner(
         .with_row_id();
     if let Some(filter) = &query.filter {
         scanner.filter(filter)?;
+        scanner.prefilter(!query.postfilter);
     }
     if let Some(nprobes) = query.nprobes {
         scanner.nprobes(nprobes);
@@ -105,6 +111,8 @@ fn scanner(
     if let Some(key) = &table.key_column {
         columns.push(key.clone());
     }
+    columns.push(DISTANCE_COLUMN.to_string());
+    columns.push(ROW_ID_COLUMN.to_string());
     scanner.project(&columns)?;
     Ok(scanner)
 }
@@ -137,11 +145,16 @@ fn hits(batch: &RecordBatch, table: &VectorTable) -> Result<Vec<Hit>> {
     }
     (0..batch.num_rows())
         .map(|i| {
+            let key = match keys {
+                Some(keys) if !keys.is_null(i) => keys.value(i).to_string(),
+                Some(_) => bail!(
+                    "key column {} has a null at row {i}",
+                    table.key_column.as_deref().unwrap_or_default()
+                ),
+                None => row_ids.value(i).to_string(),
+            };
             Ok(Hit {
-                key: match keys {
-                    Some(keys) if !keys.is_null(i) => keys.value(i).to_string(),
-                    _ => row_ids.value(i).to_string(),
-                },
+                key,
                 distance: distances.value(i),
                 row_id: row_ids.value(i),
             })
@@ -153,53 +166,9 @@ fn hits(batch: &RecordBatch, table: &VectorTable) -> Result<Vec<Hit>> {
 mod tests {
     use super::*;
     use crate::table::VectorTable;
-    use arrow_array::{FixedSizeListArray, RecordBatchIterator, StringArray, types::Float32Type};
-    use arrow_schema::{DataType, Field, Schema};
-    use std::sync::Arc;
+    use crate::testing::{DIM, write_dataset};
     use tempfile::TempDir;
 
-    const DIM: usize = 4;
-
-    fn vector_column(vectors: &[Vec<f32>]) -> FixedSizeListArray {
-        FixedSizeListArray::from_iter_primitive::<Float32Type, _, _>(
-            vectors
-                .iter()
-                .map(|v| Some(v.iter().copied().map(Some).collect::<Vec<_>>())),
-            DIM as i32,
-        )
-    }
-
-    async fn write_dataset(dir: &TempDir, vectors: &[Vec<f32>], tags: &[&str]) -> Dataset {
-        let schema = Arc::new(Schema::new(vec![
-            Field::new("key", DataType::Utf8, false),
-            Field::new(
-                "vector",
-                DataType::FixedSizeList(
-                    Arc::new(Field::new("item", DataType::Float32, true)),
-                    DIM as i32,
-                ),
-                false,
-            ),
-            Field::new("tag", DataType::Utf8, true),
-        ]));
-        let keys: Vec<String> = (0..vectors.len()).map(|i| format!("k{i}")).collect();
-        let batch = RecordBatch::try_new(
-            schema.clone(),
-            vec![
-                Arc::new(StringArray::from(keys)),
-                Arc::new(vector_column(vectors)),
-                Arc::new(StringArray::from(
-                    tags.iter().map(|t| Some(t.to_string())).collect::<Vec<_>>(),
-                )),
-            ],
-        )
-        .unwrap();
-        let reader = RecordBatchIterator::new(vec![Ok(batch)].into_iter(), schema);
-        Dataset::write(reader, dir.path().to_str().unwrap(), None)
-            .await
-            .unwrap()
-    }
-
     fn l2(a: &[f32], b: &[f32]) -> f32 {
         a.iter().zip(b).map(|(x, y)| (x - y) * (x - y)).sum()
     }
@@ -220,6 +189,7 @@ mod tests {
             vector: vec![1.0, 0.0, 0.0, 0.0],
             k: 2,
             filter: None,
+            postfilter: false,
             distance: DistanceType::L2,
             nprobes: None,
         };
@@ -258,6 +228,7 @@ mod tests {
                 vector: vec![1.0, 0.0, 0.0, 0.0],
                 k: 3,
                 filter: Some("tag = 'a'".to_string()),
+                postfilter: false,
                 distance: DistanceType::L2,
                 nprobes: None,
             },
@@ -293,6 +264,7 @@ mod tests {
             vector: vec![1.0; DIM + 1],
             k: 1,
             filter: None,
+            postfilter: false,
             distance: DistanceType::L2,
             nprobes: None,
         };
@@ -313,6 +285,7 @@ mod tests {
             vector: vec![1.0, 0.0, 0.0, 0.0],
             k: 2,
             filter: None,
+            postfilter: false,
             distance: DistanceType::L2,
             nprobes: None,
         };
diff --git a/seaweed-vector/crates/core/src/testing.rs b/seaweed-vector/crates/core/src/testing.rs
new file mode 100644
index 0000000000..9ed419fca7
--- /dev/null
+++ b/seaweed-vector/crates/core/src/testing.rs
@@ -0,0 +1,93 @@
+//! Small Lance datasets for the query and coverage tests.
+
+use std::sync::Arc;
+
+use arrow_array::{
+    FixedSizeListArray, RecordBatch, RecordBatchIterator, StringArray, types::Float32Type,
+};
+use arrow_schema::{DataType, Field, Schema};
+use lance::Dataset;
+use lance::dataset::WriteParams;
+use tempfile::TempDir;
+
+pub const DIM: usize = 4;
+
+fn vector_column(vectors: &[Vec<f32>], dim: usize) -> FixedSizeListArray {
+    FixedSizeListArray::from_iter_primitive::<Float32Type, _, _>(
+        vectors
+            .iter()
+            .map(|v| Some(v.iter().copied().map(Some).collect::<Vec<_>>())),
+        dim as i32,
+    )
+}
+
+pub fn schema(dim: usize) -> Arc<Schema> {
+    Arc::new(Schema::new(vec![
+        Field::new("key", DataType::Utf8, false),
+        Field::new(
+            "vector",
+            DataType::FixedSizeList(
+                Arc::new(Field::new("item", DataType::Float32, true)),
+                dim as i32,
+            ),
+            false,
+        ),
+        Field::new("tag", DataType::Utf8, true),
+    ]))
+}
+
+pub fn batch(offset: usize, vectors: &[Vec<f32>], tags: &[&str], dim: usize) -> RecordBatch {
+    let keys: Vec<String> = (0..vectors.len())
+        .map(|i| format!("k{}", offset + i))
+        .collect();
+    RecordBatch::try_new(
+        schema(dim),
+        vec![
+            Arc::new(StringArray::from(keys)),
+            Arc::new(vector_column(vectors, dim)),
+            Arc::new(StringArray::from(
+                tags.iter().map(|t| Some(t.to_string())).collect::<Vec<_>>(),
+            )),
+        ],
+    )
+    .unwrap()
+}
+
+pub async fn write_dataset(dir: &TempDir, vectors: &[Vec<f32>], tags: &[&str]) -> Dataset {
+    write_dataset_at(dir.path().to_str().unwrap(), vectors, tags).await
+}
+
+pub async fn write_dataset_at(uri: &str, vectors: &[Vec<f32>], tags: &[&str]) -> Dataset {
+    let dim = vectors[0].len();
+    let reader = RecordBatchIterator::new(
+        vec![Ok(batch(0, vectors, tags, dim))].into_iter(),
+        schema(dim),
+    );
+    Dataset::write(reader, uri, None).await.unwrap()
+}
+
+/// Deterministic non-trivial vectors for index coverage tests.
+pub fn vectors(rows: usize, dim: usize) -> Vec<Vec<f32>> {
+    (0..rows)
+        .map(|i| {
+            (0..dim)
+                .map(|j| ((i * 31 + j * 17) % 97) as f32 / 97.0)
+                .collect()
+        })
+        .collect()
+}
+
+/// Commit a new version whose fragment is not yet covered by the index the
+/// dataset had before.
+pub async fn append_dataset(dataset: &mut Dataset, vectors: &[Vec<f32>], tags: &[&str]) {
+    let offset = dataset.count_rows(None).await.unwrap();
+    let dim = vectors[0].len();
+    let reader = RecordBatchIterator::new(
+        vec![Ok(batch(offset, vectors, tags, dim))].into_iter(),
+        schema(dim),
+    );
+    dataset
+        .append(reader, Some(WriteParams::default()))
+        .await
+        .unwrap();
+}