diff --git a/importbatch.go b/importbatch.go
index 4d4dd0b..981df04 100644
--- a/importbatch.go
+++ b/importbatch.go
@@ -16,6 +16,39 @@ import (
 // but perhaps we could have a special type indicating that a bit or
 // value should explicitly be cleared?
 
+// RecordBatch is a Pilosa ingest interface designed to allow for
+// maximum throughput on common workloads. Users should call Add()
+// with a Row object until it returns ErrBatchNowFull, at which time
+// they should call Import(), and then repeat.
+//
+// Add will not modify or otherwise retain the Row once it returns, so
+// it is recommended that callers reuse the same Row with repeated
+// calls to Add, just modifying its values appropriately in between
+// calls. This avoids allocating a new slice of Values for each
+// inserted Row.
+//
+// The supported types of the values in Row.Values are implementation
+// defined. Similarly, the supported types for Row.ID are
+// implementation defined.
+type RecordBatch interface {
+	Add(Row) error
+	Import() error
+}
+
+// Batch implements RecordBatch.
+//
+// It supports Values of type string, uint64, int64, or nil. The
+// following table describes what Pilosa field each type of value must
+// map to. Fields are set up when calling "NewBatch".
+//
+// | type   | pilosa field type | options   |
+// |--------+-------------------+-----------|
+// | string | set               | keys=true |
+// | uint64 | set               | any       |
+// | int64  | int               | any       |
+// | nil    | any               |           |
+//
+// nil values are ignored.
 type Batch struct {
 	client    *Client
 	index     *Index
@@ -31,10 +64,10 @@ type Batch struct {
 	// values holds the values for each record of an int field
 	values map[string][]int64
 
-	// clearValues holds a slice of indexes into b.ids for each
+	// clearValues holds a slice of indices into b.ids for each
 	// integer field which has nil values. After translation, these
 	// slices will be filled out with the actual column IDs those
-	// indexes pertain to so that they can be cleared.
+	// indices pertain to so that they can be cleared.
 	clearValues map[string][]uint64
 
 	// TODO, support timestamps, set fields with more than one value per record, mutex, and bool.
@@ -52,6 +85,11 @@ type Batch struct {
 	toTranslateID map[string][]int
 }
 
+// NewBatch initializes a new Batch object which will use the given
+// Pilosa client, index, set of fields, and will take "size" records
+// before returning ErrBatchNowFull. The positions of the Fields in
+// 'fields' correspond to the positions of values in the Row's Values
+// passed to Batch.Add().
 func NewBatch(client *Client, size int, index *Index, fields []*Field) *Batch {
 	if len(fields) == 0 || size == 0 {
 		panic("can't batch with no fields or batch size")
@@ -87,6 +125,11 @@ func NewBatch(client *Client, size int, index *Index, fields []*Field) *Batch {
 	}
 }
 
+// Row represents a single record which can be added to a RecordBatch.
+//
+// Note: it is not named "Record" because there is a conflict with
+//another type in this package. This may be rectified by deprecating
+//something or splitting packages in the future.
 type Row struct {
 	ID     interface{}
 	Values []interface{}
@@ -167,9 +210,18 @@ func (b *Batch) Add(rec Row) error {
 	return nil
 }
 
+// ErrBatchNowFull, similar to io.EOF, is a marker error to notify the
+// user of a batch that it is time to call Import.
 var ErrBatchNowFull = errors.New("batch is now full - you cannot add any more records (though the one you just added was accepted)")
+
+// ErrBatchAlreadyFull is a real error saying that Batch.Add did not
+// complete because the batch was full.
 var ErrBatchAlreadyFull = errors.New("batch was already full, record was rejected")
 
+// Import does all necessary key translation and then imports the
+// batch data into Pilosa. It readies itself for the next set of
+// records by clearing internal structures without releasing the
+// associated memory.
 func (b *Batch) Import() error {
 	// first we need to translate the toTranslate, then fill out the missing row IDs
 	err := b.doTranslation()
@@ -177,7 +229,8 @@ func (b *Batch) Import() error {
 		return errors.Wrap(err, "doing Translation")
 	}
 
-	// create bitmaps out of each field in b.rowIDs and import
+	// create bitmaps out of each field in b.rowIDs and import. Also
+	// import int data.
 	err = b.doImport()
 	if err != nil {
 		return errors.Wrap(err, "doing import")
@@ -242,11 +295,10 @@ func (b *Batch) doTranslation() error {
 		}
 	}
 
-	for field, idIndexes := range b.clearValues {
+	for _, idIndexes := range b.clearValues {
 		for i, index := range idIndexes {
 			idIndexes[i] = b.ids[index]
 		}
-		b.clearValues[field] = idIndexes // TODO this line should be unnecessary?? If it is necessary, is it OK to modify b.clearValues while iterating over it?
 	}
 	return nil
 }