diff --git a/monitor/census.go b/monitor/census.go
index d0f76e544..b7852ef52 100644
--- a/monitor/census.go
+++ b/monitor/census.go
@@ -1653,9 +1653,10 @@ func MaxTranscodingPrice(maxPrice *big.Rat) {
 }
 
 func MaxPriceForCapability(cap string, modelName string, maxPrice *big.Rat) {
+	pipelineTag := strings.Replace(strings.ToLower(cap), " ", "-", -1)
 	floatWei, _ := maxPrice.Float64()
 	if err := stats.RecordWithTags(census.ctx,
-		[]tag.Mutator{tag.Insert(census.kPipeline, cap), tag.Insert(census.kModelName, modelName)},
+		[]tag.Mutator{tag.Insert(census.kPipeline, pipelineTag), tag.Insert(census.kModelName, modelName)},
 		census.mPricePerCapability.M(floatWei)); err != nil {
 
 		glog.Errorf("Error recording metrics err=%q", err)
@@ -1844,8 +1845,9 @@ func AIRequestError(code string, Pipeline string, Model string, orchInfo *lpnet.
 	if addr := orchInfo.GetAddress(); addr != nil {
 		orchAddr = common.BytesToAddress(addr).String()
 	}
+	pipelineTag := strings.Replace(strings.ToLower(Pipeline), " ", "-", -1)
 
-	tags := []tag.Mutator{tag.Insert(census.kErrorCode, code), tag.Insert(census.kPipeline, Pipeline), tag.Insert(census.kModelName, Model), tag.Insert(census.kOrchestratorURI, orchInfo.GetTranscoder()), tag.Insert(census.kOrchestratorAddress, orchAddr)}
+	tags := []tag.Mutator{tag.Insert(census.kErrorCode, code), tag.Insert(census.kPipeline, pipelineTag), tag.Insert(census.kModelName, Model), tag.Insert(census.kOrchestratorURI, orchInfo.GetTranscoder()), tag.Insert(census.kOrchestratorAddress, orchAddr)}
 	capabilities := orchInfo.GetCapabilities()
 	if capabilities != nil {
 		tags = append(tags, tag.Insert(census.kOrchestratorVersion, orchInfo.GetCapabilities().GetVersion()))
@@ -1858,9 +1860,11 @@ func AIRequestError(code string, Pipeline string, Model string, orchInfo *lpnet.
 
 // AIJobProcessed records orchestrator AI job processing metrics.
 func AIJobProcessed(ctx context.Context, pipeline string, model string, jobInfo AIJobInfo) {
-	census.recordModelRequested(pipeline, model)
-	census.recordAIJobLatencyScore(pipeline, model, jobInfo.LatencyScore)
-	census.recordAIJobPricePerUnit(pipeline, model, jobInfo.PricePerUnit)
+	pipelineTag := strings.Replace(strings.ToLower(pipeline), " ", "-", -1)
+
+	census.recordModelRequested(pipelineTag, model)
+	census.recordAIJobLatencyScore(pipelineTag, model, jobInfo.LatencyScore)
+	census.recordAIJobPricePerUnit(pipelineTag, model, jobInfo.PricePerUnit)
 }
 
 // recordAIJobLatencyScore records the latency score for a processed AI job.
diff --git a/server/ai_process.go b/server/ai_process.go
index f39e321a7..75cef1f33 100644
--- a/server/ai_process.go
+++ b/server/ai_process.go
@@ -633,7 +633,7 @@ func submitSegmentAnything2(ctx context.Context, params aiRequestParams, sess *A
 	mw, err := worker.NewSegmentAnything2MultipartWriter(&buf, req)
 	if err != nil {
 		if monitor.Enabled {
-			monitor.AIRequestError(err.Error(), "segment anything 2", *req.ModelId, sess.OrchestratorInfo)
+			monitor.AIRequestError(err.Error(), "segment-anything-2", *req.ModelId, sess.OrchestratorInfo)
 		}
 		return nil, err
 	}
@@ -641,7 +641,7 @@ func submitSegmentAnything2(ctx context.Context, params aiRequestParams, sess *A
 	client, err := worker.NewClientWithResponses(sess.Transcoder(), worker.WithHTTPClient(httpClient))
 	if err != nil {
 		if monitor.Enabled {
-			monitor.AIRequestError(err.Error(), "segment anything 2", *req.ModelId, sess.OrchestratorInfo)
+			monitor.AIRequestError(err.Error(), "segment-anything-2", *req.ModelId, sess.OrchestratorInfo)
 		}
 		return nil, err
 	}
@@ -649,14 +649,14 @@ func submitSegmentAnything2(ctx context.Context, params aiRequestParams, sess *A
 	imageRdr, err := req.Image.Reader()
 	if err != nil {
 		if monitor.Enabled {
-			monitor.AIRequestError(err.Error(), "segment anything 2", *req.ModelId, sess.OrchestratorInfo)
+			monitor.AIRequestError(err.Error(), "segment-anything-2", *req.ModelId, sess.OrchestratorInfo)
 		}
 		return nil, err
 	}
 	config, _, err := image.DecodeConfig(imageRdr)
 	if err != nil {
 		if monitor.Enabled {
-			monitor.AIRequestError(err.Error(), "segment anything 2", *req.ModelId, sess.OrchestratorInfo)
+			monitor.AIRequestError(err.Error(), "segment-anything-2", *req.ModelId, sess.OrchestratorInfo)
 		}
 		return nil, err
 	}
@@ -665,7 +665,7 @@ func submitSegmentAnything2(ctx context.Context, params aiRequestParams, sess *A
 	setHeaders, balUpdate, err := prepareAIPayment(ctx, sess, outPixels)
 	if err != nil {
 		if monitor.Enabled {
-			monitor.AIRequestError(err.Error(), "segment anything 2", *req.ModelId, sess.OrchestratorInfo)
+			monitor.AIRequestError(err.Error(), "segment-anything-2", *req.ModelId, sess.OrchestratorInfo)
 		}
 		return nil, err
 	}
@@ -676,7 +676,7 @@ func submitSegmentAnything2(ctx context.Context, params aiRequestParams, sess *A
 	took := time.Since(start)
 	if err != nil {
 		if monitor.Enabled {
-			monitor.AIRequestError(err.Error(), "segment anything 2", *req.ModelId, sess.OrchestratorInfo)
+			monitor.AIRequestError(err.Error(), "segment-anything-2", *req.ModelId, sess.OrchestratorInfo)
 		}
 		return nil, err
 	}
@@ -700,7 +700,7 @@ func submitSegmentAnything2(ctx context.Context, params aiRequestParams, sess *A
 			pricePerAIUnit = float64(priceInfo.PricePerUnit) / float64(priceInfo.PixelsPerUnit)
 		}
 
-		monitor.AIRequestFinished(ctx, "segment anything 2", *req.ModelId, monitor.AIJobInfo{LatencyScore: sess.LatencyScore, PricePerUnit: pricePerAIUnit}, sess.OrchestratorInfo)
+		monitor.AIRequestFinished(ctx, "segment-anything-2", *req.ModelId, monitor.AIJobInfo{LatencyScore: sess.LatencyScore, PricePerUnit: pricePerAIUnit}, sess.OrchestratorInfo)
 	}
 
 	return resp.JSON200, nil