diff --git a/go.mod b/go.mod
index 102f35342f..b1ba8e5ee6 100644
--- a/go.mod
+++ b/go.mod
@@ -148,6 +148,7 @@ require (
 	github.com/olekukonko/tablewriter v0.0.5 // indirect
 	github.com/opencontainers/go-digest v1.0.0 // indirect
 	github.com/opencontainers/image-spec v1.0.2 // indirect
+	github.com/pb33f/libopenapi-validator v0.0.42 // indirect
 	github.com/pelletier/go-toml v1.9.5 // indirect
 	github.com/pelletier/go-toml/v2 v2.0.5 // indirect
 	github.com/pkg/errors v0.9.1 // indirect
@@ -165,6 +166,7 @@ require (
 	github.com/ryancurrah/gomodguard v1.3.0 // indirect
 	github.com/ryanrolds/sqlclosecheck v0.5.1 // indirect
 	github.com/sanposhiho/wastedassign/v2 v2.0.7 // indirect
+	github.com/santhosh-tekuri/jsonschema/v5 v5.3.1 // indirect
 	github.com/sashamelentyev/interfacebloat v1.1.0 // indirect
 	github.com/sashamelentyev/usestdlibvars v1.25.0 // indirect
 	github.com/securego/gosec/v2 v2.19.0 // indirect
diff --git a/go.sum b/go.sum
index 5027a1ff12..d2b60a3c3e 100644
--- a/go.sum
+++ b/go.sum
@@ -479,6 +479,8 @@ github.com/otiai10/mint v1.3.0/go.mod h1:F5AjcsTsWUqX+Na9fpHb52P8pcRX2CI6A3ctIT9
 github.com/otiai10/mint v1.3.1/go.mod h1:/yxELlJQ0ufhjUwhshSj+wFjZ78CnZ48/1wtmBH1OTc=
 github.com/pb33f/libopenapi v0.15.11 h1:xg2JWswvd6RUnV4akW8YOD5C4cA/GEnaZdY/B0MZBX8=
 github.com/pb33f/libopenapi v0.15.11/go.mod h1:PEXNwvtT4KNdjrwudp5OYnD1ryqK6uJ68aMNyWvoMuc=
+github.com/pb33f/libopenapi-validator v0.0.42 h1:bfwPWlxUFHtvPNi0PH+EVpQBU2kA3Db9rVdFkfmUVac=
+github.com/pb33f/libopenapi-validator v0.0.42/go.mod h1:kU1JYyXIRlpmsWx3NkL+drNNttLADMgdaNzJgXDhec0=
 github.com/pelletier/go-toml v1.9.5 h1:4yBQzkHv+7BHq2PQUZF3Mx0IYxG7LsP222s7Agd3ve8=
 github.com/pelletier/go-toml v1.9.5/go.mod h1:u1nR/EPcESfeI/szUZKdtJ0xRNbUoANCkoOuaOx1Y+c=
 github.com/pelletier/go-toml/v2 v2.0.5 h1:ipoSadvV8oGUjnUbMub59IDPPwfxF694nG/jwbMiyQg=
@@ -534,6 +536,8 @@ github.com/ryanrolds/sqlclosecheck v0.5.1 h1:dibWW826u0P8jNLsLN+En7+RqWWTYrjCB9f
 github.com/ryanrolds/sqlclosecheck v0.5.1/go.mod h1:2g3dUjoS6AL4huFdv6wn55WpLIDjY7ZgUR4J8HOO/XQ=
 github.com/sanposhiho/wastedassign/v2 v2.0.7 h1:J+6nrY4VW+gC9xFzUc+XjPD3g3wF3je/NsJFwFK7Uxc=
 github.com/sanposhiho/wastedassign/v2 v2.0.7/go.mod h1:KyZ0MWTwxxBmfwn33zh3k1dmsbF2ud9pAAGfoLfjhtI=
+github.com/santhosh-tekuri/jsonschema/v5 v5.3.1 h1:lZUw3E0/J3roVtGQ+SCrUrg3ON6NgVqpn3+iol9aGu4=
+github.com/santhosh-tekuri/jsonschema/v5 v5.3.1/go.mod h1:uToXkOrWAZ6/Oc07xWQrPOhJotwFIyu2bBVN41fcDUY=
 github.com/sashamelentyev/interfacebloat v1.1.0 h1:xdRdJp0irL086OyW1H/RTZTr1h/tMEOsumirXcOJqAw=
 github.com/sashamelentyev/interfacebloat v1.1.0/go.mod h1:+Y9yU5YdTkrNvoX0xHc84dxiN1iBi9+G8zZIhPVoNjQ=
 github.com/sashamelentyev/usestdlibvars v1.25.0 h1:IK8SI2QyFzy/2OD2PYnhy84dpfNo9qADrRt6LH8vSzU=
diff --git a/pkg/cli/predict.go b/pkg/cli/predict.go
index 1a93bc1b8f..b474c40eea 100644
--- a/pkg/cli/predict.go
+++ b/pkg/cli/predict.go
@@ -10,8 +10,8 @@ import (
 	"strings"
 	"syscall"
 
-  libopenapi "github.com/pb33f/libopenapi/datamodel/high/base"
 	"github.com/mitchellh/go-homedir"
+	libopenapi "github.com/pb33f/libopenapi/datamodel/high/base"
 	"github.com/spf13/cobra"
 	"github.com/vincent-petithory/dataurl"
 
@@ -194,8 +194,8 @@ func predictIndividualInputs(predictor predict.Predictor, inputFlags []string, o
 	}
 	// Multiple outputs!
 	if outputSchema.Type[0] == "array" && outputSchema.Items.A.Schema().Type != nil && outputSchema.Items.A.Schema().Type[0] == "string" &&
-      outputSchema.Items.A.Schema().Format == "uri" {
-				return handleMultipleFileOutput(prediction, outputSchemaProxy)
+		outputSchema.Items.A.Schema().Format == "uri" {
+		return handleMultipleFileOutput(prediction, outputSchemaProxy)
 	}
 
 	if outputSchema.Type[0] == "string" && outputSchema.Format == "uri" {
diff --git a/pkg/image/build.go b/pkg/image/build.go
index 6748262a4a..fa183fbd44 100644
--- a/pkg/image/build.go
+++ b/pkg/image/build.go
@@ -9,6 +9,7 @@ import (
 	"path"
 
 	"github.com/pb33f/libopenapi"
+	"github.com/pb33f/libopenapi-validator"
 
 	"github.com/replicate/cog/pkg/config"
 	"github.com/replicate/cog/pkg/docker"
@@ -139,6 +140,23 @@ func Build(cfg *config.Config, dir, imageName string, secrets []string, noCache,
 		return fmt.Errorf("Model schema is invalid, %d errors reported\n\n%s\n\n%s", len(errors), errorString, string(schemaJSON))
 	}
 
+	docValidator, validatorErrs := validator.NewValidator(document)
+	if validatorErrs != nil {
+		return fmt.Errorf("Failed to create validator: %e", validatorErrs)
+	}
+
+	valid, validationErrs := docValidator.ValidateDocument()
+
+	if !valid {
+		errorString := ""
+		for _, e := range validationErrs {
+			errorString += fmt.Sprintf("Type: %s, Failure: %s\n", e.ValidationType, e.Message)
+			errorString += fmt.Sprintf("Fix: %s\n\n", e.HowToFix)
+		}
+
+		return fmt.Errorf("Model schema doesn't match OpenAPI spec, %d errors reported\n\n%s\n\n%s", len(validationErrs), errorString, string(schemaJSON))
+	}
+
 	console.Info("Adding labels to image...")
 
 	// We used to set the cog_version and config labels in Dockerfile, because we didn't require running the
diff --git a/pkg/image/openapi_schema.go b/pkg/image/openapi_schema.go
index 333beb7eb6..2613cbe1a8 100644
--- a/pkg/image/openapi_schema.go
+++ b/pkg/image/openapi_schema.go
@@ -5,7 +5,7 @@ import (
 	"encoding/json"
 	"fmt"
 
-  "github.com/pb33f/libopenapi"
+	"github.com/pb33f/libopenapi"
 
 	"github.com/replicate/cog/pkg/docker"
 	"github.com/replicate/cog/pkg/global"
@@ -68,9 +68,9 @@ func GetOpenAPISchema(imageName string) (*libopenapi.Document, error) {
 	if schemaString == "" {
 		return nil, fmt.Errorf("Image %s does not appear to be a Cog model", imageName)
 	}
-	document, error := libopenapi.NewDocument([]byte(schemaString))
-	if error != nil {
-		return nil, error
+	document, err := libopenapi.NewDocument([]byte(schemaString))
+	if err != nil {
+		return nil, err
 	}
 	_, errors := document.BuildV3Model()
 	if len(errors) > 0 {
diff --git a/pkg/predict/predictor.go b/pkg/predict/predictor.go
index bfbda5ccd8..26fdbcce03 100644
--- a/pkg/predict/predictor.go
+++ b/pkg/predict/predictor.go
@@ -194,9 +194,9 @@ func (p *Predictor) GetSchema() (*libopenapi.Document, error) {
 	if err != nil {
 		return nil, err
 	}
-	document, error := libopenapi.NewDocument(body)
-	if error != nil {
-		return nil, error
+	document, err := libopenapi.NewDocument(body)
+	if err != nil {
+		return nil, err
 	}
 	_, errors := document.BuildV3Model()
 	if len(errors) > 0 {