diff --git a/builtin/logical/pki/path_acme_eab.go b/builtin/logical/pki/path_acme_eab.go
index 27fae753100d..d575d6c453d1 100644
--- a/builtin/logical/pki/path_acme_eab.go
+++ b/builtin/logical/pki/path_acme_eab.go
@@ -8,6 +8,7 @@ import (
 	"crypto/rand"
 	"encoding/base64"
 	"fmt"
+	"path"
 	"time"
 
 	"github.com/hashicorp/go-uuid"
@@ -15,6 +16,21 @@ import (
 	"github.com/hashicorp/vault/sdk/logical"
 )
 
+var decodedTokenPrefix = mustBase64Decode("vault-eab-0-")
+
+func mustBase64Decode(s string) []byte {
+	bytes, err := base64.RawURLEncoding.DecodeString(s)
+	if err != nil {
+		panic(fmt.Sprintf("Token prefix value: %s failed decoding: %v", s, err))
+	}
+
+	// Should be dividable by 3 otherwise our prefix will not be properly honored.
+	if len(bytes)%3 != 0 {
+		panic(fmt.Sprintf("Token prefix value: %s is not dividable by 3, will not prefix properly", s))
+	}
+	return bytes
+}
+
 /*
  * This file unlike the other path_acme_xxx.go are VAULT APIs to manage the
  * ACME External Account Bindings, this isn't providing any APIs that an ACME
@@ -115,7 +131,6 @@ a warning that it did not exist.`,
 type eabType struct {
 	KeyID         string    `json:"-"`
 	KeyType       string    `json:"key-type"`
-	KeyBits       int       `json:"key-bits"`
 	PrivateBytes  []byte    `json:"private-bytes"`
 	AcmeDirectory string    `json:"acme-directory"`
 	CreatedOn     time.Time `json:"created-on"`
@@ -143,8 +158,7 @@ func (b *backend) pathAcmeListEab(ctx context.Context, r *logical.Request, _ *fr
 		keyIds = append(keyIds, eab.KeyID)
 		keyInfos[eab.KeyID] = map[string]interface{}{
 			"key_type":       eab.KeyType,
-			"key_bits":       eab.KeyBits,
-			"acme_directory": eab.AcmeDirectory,
+			"acme_directory": path.Join(eab.AcmeDirectory, "directory"),
 			"created_on":     eab.CreatedOn.Format(time.RFC3339),
 		}
 	}
@@ -172,8 +186,7 @@ func (b *backend) pathAcmeCreateEab(ctx context.Context, r *logical.Request, dat
 	eab := &eabType{
 		KeyID:         kid,
 		KeyType:       "hs",
-		KeyBits:       size * 8,
-		PrivateBytes:  bytes,
+		PrivateBytes:  append(decodedTokenPrefix, bytes...), // we do this to avoid generating tokens that start with -
 		AcmeDirectory: acmeDirectory,
 		CreatedOn:     time.Now(),
 	}
@@ -190,9 +203,8 @@ func (b *backend) pathAcmeCreateEab(ctx context.Context, r *logical.Request, dat
 		Data: map[string]interface{}{
 			"id":             eab.KeyID,
 			"key_type":       eab.KeyType,
-			"key_bits":       eab.KeyBits,
 			"key":            encodedKey,
-			"acme_directory": eab.AcmeDirectory,
+			"acme_directory": path.Join(eab.AcmeDirectory, "directory"),
 			"created_on":     eab.CreatedOn.Format(time.RFC3339),
 		},
 	}, nil
diff --git a/builtin/logical/pki/path_acme_test.go b/builtin/logical/pki/path_acme_test.go
index be60c3680fb4..ebc7d253eceb 100644
--- a/builtin/logical/pki/path_acme_test.go
+++ b/builtin/logical/pki/path_acme_test.go
@@ -375,10 +375,8 @@ func TestAcmeBasicWorkflowWithEab(t *testing.T) {
 			require.Contains(t, keyInfo, kid)
 
 			infoForKid := keyInfo[kid].(map[string]interface{})
-			keyBits := infoForKid["key_bits"].(json.Number)
-			require.Equal(t, "256", keyBits.String())
 			require.Equal(t, "hs", infoForKid["key_type"])
-			require.Equal(t, tc.prefixUrl, infoForKid["acme_directory"])
+			require.Equal(t, tc.prefixUrl+"directory", infoForKid["acme_directory"])
 
 			// Create new account with EAB
 			t.Logf("Testing register on %s", baseAcmeURL)
@@ -651,6 +649,8 @@ func TestAcmeConfigChecksPublicAcmeEnv(t *testing.T) {
 // CSR's selected TTL value in ACME and the issuer's leaf_not_after_behavior setting is set to Err,
 // we will override the configured behavior and truncate to the issuer's NotAfter
 func TestAcmeTruncatesToIssuerExpiry(t *testing.T) {
+	t.Parallel()
+
 	cluster, client, _ := setupAcmeBackend(t)
 	defer cluster.Cleanup()
 
@@ -1048,6 +1048,7 @@ func testAcmeCertSignedByCa(t *testing.T, client *api.Client, derCerts [][]byte,
 
 // TestAcmeValidationError make sure that we properly return errors on validation errors.
 func TestAcmeValidationError(t *testing.T) {
+	t.Parallel()
 	cluster, _, _ := setupAcmeBackend(t)
 	defer cluster.Cleanup()
 
@@ -1198,12 +1199,12 @@ func getEABKey(t *testing.T, client *api.Client, baseUrl string) (string, []byte
 
 	require.NotEmpty(t, resp.Data["key"], "eab key response missing private_key field")
 	base64Key := resp.Data["key"].(string)
+	require.True(t, strings.HasPrefix(base64Key, "vault-eab-0-"), "%s should have had a prefix of vault-eab-0-", base64Key)
 	privateKeyBytes, err := base64.RawURLEncoding.DecodeString(base64Key)
 	require.NoError(t, err, "failed base 64 decoding eab key response")
 
 	require.Equal(t, "hs", resp.Data["key_type"], "eab key_type field mis-match")
-	require.Equal(t, json.Number("256"), resp.Data["key_bits"], "eab key_bits field mis-match")
-	require.Equal(t, baseUrl, resp.Data["acme_directory"], "eab acme_directory field mis-match")
+	require.Equal(t, baseUrl+"directory", resp.Data["acme_directory"], "eab acme_directory field mis-match")
 	require.NotEmpty(t, resp.Data["created_on"], "empty created_on field")
 	_, err = time.Parse(time.RFC3339, resp.Data["created_on"].(string))
 	require.NoError(t, err, "failed parsing eab created_on field")
diff --git a/website/content/api-docs/secret/pki.mdx b/website/content/api-docs/secret/pki.mdx
index 81e23213b191..885c0e480c56 100644
--- a/website/content/api-docs/secret/pki.mdx
+++ b/website/content/api-docs/secret/pki.mdx
@@ -224,11 +224,16 @@ This endpoint returns a new ACME binding token. The `id` response field can
 be used as the key identifier and the `key` response field be used as the
 EAB HMAC key in the ACME Client.
 
-Each call to this endpoint will generate and return a new EAB binding token.
+Each call to this endpoint will generate and return a new EAB binding token
+that is linked to the specific ACME directory it resides under. EAB tokens
+are not usable across different ACME directories.
 
-| Method | Path                |
-| :----- | :------------------ |
-| `POST` | `/pki/acme/new-eab` |
+| Method | Path                                               |
+|:-------|:---------------------------------------------------|
+| `POST` | `/pki/acme/new-eab`                                |
+| `POST` | `/pki/issuer/:issuer_ref/acme/new-eab`             |
+| `POST` | `/pki/roles/:role/acme/new-eab`                    |
+| `POST` | `/pki/issuer/:issuer_ref/roles/:role/acme/new-eab` |
 
 #### Parameters
 
@@ -250,8 +255,8 @@ $ curl \
   "data": {
     "created_on": "2023-05-24T14:33:00-04:00",
     "id": "bc8088d9-3816-5177-ae8e-d8393265f7dd",
-    "key_bits": "256",
     "key_type": "hs",
+    "acme_directory": "acme/directory",
     "key": "MHcCAQE... additional data elided ...",
   }
 }
@@ -283,8 +288,8 @@ $ curl \
     "key_info": {
       "bc8088d9-3816-5177-ae8e-d8393265f7dd": {
         "created_on": "2023-05-24T14:33:00-04:00",
-        "key_bits": "256",
-        "key_type": "hs"
+        "key_type": "hs",
+        "acme_directory": "acme/directory"
       }
     },
     "keys": [