diff --git a/datamodel/high/v3/link.go b/datamodel/high/v3/link.go
index 662e2ef..d9f62b5 100644
--- a/datamodel/high/v3/link.go
+++ b/datamodel/high/v3/link.go
@@ -8,7 +8,7 @@ import (
 	low "github.com/pb33f/libopenapi/datamodel/low/v3"
 )
 
-// Link represents an OpenAPI 3+ Link object that is backed by a low-level one.
+// Link represents a high-level OpenAPI 3+ Link object that is backed by a low-level one.
 //
 // The Link object represents a possible design-time link for a response. The presence of a link does not guarantee the
 // caller’s ability to successfully invoke it, rather it provides a known relationship and traversal mechanism between
diff --git a/datamodel/high/v3/operation.go b/datamodel/high/v3/operation.go
index 521232e..011035c 100644
--- a/datamodel/high/v3/operation.go
+++ b/datamodel/high/v3/operation.go
@@ -9,6 +9,7 @@ import (
 )
 
 // Operation is a high-level representation of an OpenAPI 3+ Operation object, backed by a low-level one.
+//
 // An Operation is perhaps the most important object of the entire specification. Everything of value
 // happens here. The entire being for existence of this library and the specification, is this Operation.
 //  - https://spec.openapis.org/oas/v3.1.0#operation-object
diff --git a/datamodel/high/v3/request_body.go b/datamodel/high/v3/request_body.go
index 476f270..e2af21c 100644
--- a/datamodel/high/v3/request_body.go
+++ b/datamodel/high/v3/request_body.go
@@ -8,7 +8,8 @@ import (
 	low "github.com/pb33f/libopenapi/datamodel/low/v3"
 )
 
-// RequestBody represents a high-level OpenAPI 3+ RequestBody object,
+// RequestBody represents a high-level OpenAPI 3+ RequestBody object, backed by a low-level one.
+//  - https://spec.openapis.org/oas/v3.1.0#request-body-object
 type RequestBody struct {
 	Description string
 	Content     map[string]*MediaType
@@ -17,6 +18,7 @@ type RequestBody struct {
 	low         *low.RequestBody
 }
 
+// NewRequestBody will create a new high-level RequestBody instance, from a low-level one.
 func NewRequestBody(rb *low.RequestBody) *RequestBody {
 	r := new(RequestBody)
 	r.low = rb
@@ -27,6 +29,7 @@ func NewRequestBody(rb *low.RequestBody) *RequestBody {
 	return r
 }
 
+// GoLow returns the low-level RequestBody instance used to create the high-level one.
 func (r *RequestBody) GoLow() *low.RequestBody {
 	return r.low
 }
diff --git a/datamodel/high/v3/security_requirement.go b/datamodel/high/v3/security_requirement.go
index cb98edd..43dcc19 100644
--- a/datamodel/high/v3/security_requirement.go
+++ b/datamodel/high/v3/security_requirement.go
@@ -12,7 +12,8 @@ import low "github.com/pb33f/libopenapi/datamodel/low/v3"
 // to a security scheme declared in the Security Schemes under the Components Object.
 //
 // Security Requirement Objects that contain multiple schemes require that all schemes MUST be satisfied for a
-// request to be authorized. This enables support for scenarios where multiple query parameters or HTTP headers are required to convey security information.
+// request to be authorized. This enables support for scenarios where multiple query parameters or HTTP headers are
+// required to convey security information.
 //
 // When a list of Security Requirement Objects is defined on the OpenAPI Object or Operation Object, only one of the
 // Security Requirement Objects in the list needs to be satisfied to authorize the request.
diff --git a/datamodel/low/v3/callback.go b/datamodel/low/v3/callback.go
index eaad768..1b76ea6 100644
--- a/datamodel/low/v3/callback.go
+++ b/datamodel/low/v3/callback.go
@@ -9,15 +9,24 @@ import (
 	"gopkg.in/yaml.v3"
 )
 
+// Callback represents a low-level Callback object for OpenAPI 3+.
+//
+// A map of possible out-of band callbacks related to the parent operation. Each value in the map is a
+// PathItem Object that describes a set of requests that may be initiated by the API provider and the expected
+// responses. The key value used to identify the path item object is an expression, evaluated at runtime,
+// that identifies a URL to use for the callback operation.
+//  - https://spec.openapis.org/oas/v3.1.0#callback-object
 type Callback struct {
 	Expression low.ValueReference[map[low.KeyReference[string]]low.ValueReference[*PathItem]]
 	Extensions map[low.KeyReference[string]]low.ValueReference[any]
 }
 
+// FindExpression will locate a string expression and return a ValueReference containing the located PathItem
 func (cb *Callback) FindExpression(exp string) *low.ValueReference[*PathItem] {
 	return low.FindItemInMap[*PathItem](exp, cb.Expression.Value)
 }
 
+// Build will extract extensions, expressions and PathItem objects for Callback
 func (cb *Callback) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	cb.Extensions = low.ExtractExtensions(root)
 
diff --git a/datamodel/low/v3/components.go b/datamodel/low/v3/components.go
index cbbd0cd..a53534e 100644
--- a/datamodel/low/v3/components.go
+++ b/datamodel/low/v3/components.go
@@ -13,11 +13,11 @@ import (
 	"strings"
 )
 
-const (
-	ComponentsLabel = "components"
-	SchemasLabel    = "schemas"
-)
-
+// Components represents a low-level OpenAPI 3+ Components Object, that is backed by a low-level one.
+//
+// Holds a set of reusable objects for different aspects of the OAS. All objects defined within the components object
+// will have no effect on the API unless they are explicitly referenced from properties outside the components object.
+//  - https://spec.openapis.org/oas/v3.1.0#components-object
 type Components struct {
 	Schemas         low.NodeReference[map[low.KeyReference[string]]low.ValueReference[*base.SchemaProxy]]
 	Responses       low.NodeReference[map[low.KeyReference[string]]low.ValueReference[*Response]]
@@ -31,26 +31,32 @@ type Components struct {
 	Extensions      map[low.KeyReference[string]]low.ValueReference[any]
 }
 
+// FindExtension attempts to locate an extension with the supplied key
 func (co *Components) FindExtension(ext string) *low.ValueReference[any] {
 	return low.FindItemInMap[any](ext, co.Extensions)
 }
 
+// FindSchema attempts to locate a SchemaProxy from 'schemas' with a specific name
 func (co *Components) FindSchema(schema string) *low.ValueReference[*base.SchemaProxy] {
 	return low.FindItemInMap[*base.SchemaProxy](schema, co.Schemas.Value)
 }
 
+// FindResponse attempts to locate a Response from 'responses' with a specific name
 func (co *Components) FindResponse(response string) *low.ValueReference[*Response] {
 	return low.FindItemInMap[*Response](response, co.Responses.Value)
 }
 
+// FindParameter attempts to locate a Parameter from 'parameters' with a specific name
 func (co *Components) FindParameter(response string) *low.ValueReference[*Parameter] {
 	return low.FindItemInMap[*Parameter](response, co.Parameters.Value)
 }
 
+// FindSecurityScheme attempts to locate a SecurityScheme from 'securitySchemes' with a specific name
 func (co *Components) FindSecurityScheme(sScheme string) *low.ValueReference[*SecurityScheme] {
 	return low.FindItemInMap[*SecurityScheme](sScheme, co.SecuritySchemes.Value)
 }
 
+// FindExample attempts tp
 func (co *Components) FindExample(example string) *low.ValueReference[*base.Example] {
 	return low.FindItemInMap[*base.Example](example, co.Examples.Value)
 }
diff --git a/datamodel/low/v3/constants.go b/datamodel/low/v3/constants.go
new file mode 100644
index 0000000..f963532
--- /dev/null
+++ b/datamodel/low/v3/constants.go
@@ -0,0 +1,41 @@
+// Copyright 2022 Princess B33f Heavy Industries / Dave Shanley
+// SPDX-License-Identifier: MIT
+
+package v3
+
+// Label definitions used to look up vales in yaml.Node tree.
+const (
+	ComponentsLabel        = "components"
+	SchemasLabel           = "schemas"
+	EncodingLabel          = "encoding"
+	HeadersLabel           = "headers"
+	ParametersLabel        = "parameters"
+	RequestBodyLabel       = "requestBody"
+	RequestBodiesLabel     = "requestBodies"
+	ResponsesLabel         = "responses"
+	CallbacksLabel         = "callbacks"
+	ContentLabel           = "content"
+	PathsLabel             = "paths"
+	WebhooksLabel          = "webhooks"
+	JSONSchemaDialectLabel = "jsonSchemaDialect"
+	GetLabel               = "get"
+	PostLabel              = "post"
+	PatchLabel             = "patch"
+	PutLabel               = "put"
+	DeleteLabel            = "delete"
+	OptionsLabel           = "options"
+	HeadLabel              = "head"
+	TraceLabel             = "trace"
+	LinksLabel             = "links"
+	DefaultLabel           = "default"
+	SecurityLabel          = "security"
+	SecuritySchemesLabel   = "securitySchemes"
+	OAuthFlowsLabel        = "flows"
+	VariablesLabel         = "variables"
+	ServersLabel           = "servers"
+	ServerLabel            = "server"
+	ImplicitLabel          = "implicit"
+	PasswordLabel          = "password"
+	ClientCredentialsLabel = "clientCredentials"
+	AuthorizationCodeLabel = "authorizationCode"
+)
diff --git a/datamodel/low/v3/create_document_test.go b/datamodel/low/v3/create_document_test.go
index 5607f64..b71c736 100644
--- a/datamodel/low/v3/create_document_test.go
+++ b/datamodel/low/v3/create_document_test.go
@@ -1,6 +1,7 @@
 package v3
 
 import (
+	"fmt"
 	"github.com/pb33f/libopenapi/datamodel"
 	"github.com/pb33f/libopenapi/datamodel/low/base"
 	"github.com/stretchr/testify/assert"
@@ -577,3 +578,28 @@ func TestCreateDocument_ExternalDoc_Error(t *testing.T) {
 	_, err = CreateDocument(info)
 	assert.Len(t, err, 1)
 }
+
+func ExampleCreateDocument() {
+	// How to create a low-level OpenAPI 3 Document
+
+	// load petstore into bytes
+	petstoreBytes, _ := ioutil.ReadFile("../../../test_specs/petstorev3.json")
+
+	// read in specification
+	info, _ := datamodel.ExtractSpecInfo(petstoreBytes)
+
+	// build low-level document model
+	document, errors := CreateDocument(info)
+
+	// if something went wrong, a slice of errors is returned
+	if len(errors) > 0 {
+		for i := range errors {
+			fmt.Printf("error: %s\n", errors[i].Error())
+		}
+		panic("cannot build document")
+	}
+
+	// print out email address from the info > contact object.
+	fmt.Print(document.Info.Value.Contact.Value.Email.Value)
+	// Output: apiteam@swagger.io
+}
\ No newline at end of file
diff --git a/datamodel/low/v3/document.go b/datamodel/low/v3/document.go
index bca0465..d155522 100644
--- a/datamodel/low/v3/document.go
+++ b/datamodel/low/v3/document.go
@@ -1,6 +1,11 @@
 // Copyright 2022 Princess B33f Heavy Industries / Dave Shanley
 // SPDX-License-Identifier: MIT
 
+// Package v3 represents all OpenAPI 3+ low-level models. High-level models are more difficult to navigate
+// than higher-level models, however they are packed with all the raw AST and node data required to perform
+// any kind of analysis on the underlying data.
+//
+// Every property is wrapped in a NodeReference or a KeyReference or a ValueReference.
 package v3
 
 import (
@@ -10,21 +15,76 @@ import (
 )
 
 type Document struct {
-	Version           low.ValueReference[string]
-	Info              low.NodeReference[*base.Info]
-	JsonSchemaDialect low.NodeReference[string]                                                     // 3.1
-	Webhooks          low.NodeReference[map[low.KeyReference[string]]low.ValueReference[*PathItem]] // 3.1
-	Servers           low.NodeReference[[]low.ValueReference[*Server]]
-	Paths             low.NodeReference[*Paths]
-	Components        low.NodeReference[*Components]
-	Security          low.NodeReference[*SecurityRequirement]
-	Tags              low.NodeReference[[]low.ValueReference[*base.Tag]]
-	ExternalDocs      low.NodeReference[*base.ExternalDoc]
-	Extensions        map[low.KeyReference[string]]low.ValueReference[any]
-	Index             *index.SpecIndex
+
+	// Version is the version of OpenAPI being used, extracted from the 'openapi: x.x.x' definition.
+	// This is not a standard property of the OpenAPI model, it's a convenience mechanism only.
+	Version low.ValueReference[string]
+
+	// Info represents a specification Info definitions
+	// Provides metadata about the API. The metadata MAY be used by tooling as required.
+	// - https://spec.openapis.org/oas/v3.1.0#info-object
+	Info low.NodeReference[*base.Info]
+
+	// JsonSchemaDialect is a 3.1+ property that sets the dialect to use for validating *base.Schema definitions
+	// The default value for the $schema keyword within Schema Objects contained within this OAS document.
+	// This MUST be in the form of a URI.
+	// - https://spec.openapis.org/oas/v3.1.0#schema-object
+	JsonSchemaDialect low.NodeReference[string] // 3.1
+
+	// Webhooks is a 3.1+ property that is similar to callbacks, except, this defines incoming webhooks.
+	// The incoming webhooks that MAY be received as part of this API and that the API consumer MAY choose to implement.
+	// Closely related to the callbacks feature, this section describes requests initiated other than by an API call,
+	// for example by an out-of-band registration. The key name is a unique string to refer to each webhook,
+	// while the (optionally referenced) Path Item Object describes a request that may be initiated by the API provider
+	// and the expected responses. An example is available.
+	Webhooks low.NodeReference[map[low.KeyReference[string]]low.ValueReference[*PathItem]] // 3.1
+
+	// Servers is a slice of Server instances which provide connectivity information to a target server. If the servers
+	// property is not provided, or is an empty array, the default value would be a Server Object with a url value of /.
+	// - https://spec.openapis.org/oas/v3.1.0#server-object
+	Servers low.NodeReference[[]low.ValueReference[*Server]]
+
+	// Paths contains all the PathItem definitions for the specification.
+	// The available paths and operations for the API, The most important part of ths spec.
+	// - https://spec.openapis.org/oas/v3.1.0#paths-object
+	Paths low.NodeReference[*Paths]
+
+	// Components is an element to hold various schemas for the document.
+	// - https://spec.openapis.org/oas/v3.1.0#components-object
+	Components low.NodeReference[*Components]
+
+	// Security contains global security requirements/roles for the specification
+	// A declaration of which security mechanisms can be used across the API. The list of values includes alternative
+	// security requirement objects that can be used. Only one of the security requirement objects need to be satisfied
+	// to authorize a request. Individual operations can override this definition. To make security optional,
+	// an empty security requirement ({}) can be included in the array.
+	// - https://spec.openapis.org/oas/v3.1.0#security-requirement-object
+	Security low.NodeReference[*SecurityRequirement]
+
+	// Tags is a slice of base.Tag instances defined by the specification
+	// A list of tags used by the document with additional metadata. The order of the tags can be used to reflect on
+	// their order by the parsing tools. Not all tags that are used by the Operation Object must be declared.
+	// The tags that are not declared MAY be organized randomly or based on the tools’ logic.
+	// Each tag name in the list MUST be unique.
+	// - https://spec.openapis.org/oas/v3.1.0#tag-object
+	Tags low.NodeReference[[]low.ValueReference[*base.Tag]]
+
+	// ExternalDocs is an instance of base.ExternalDoc for.. well, obvious really, innit.
+	// - https://spec.openapis.org/oas/v3.1.0#external-documentation-object
+	ExternalDocs low.NodeReference[*base.ExternalDoc]
+
+	// Extensions contains all custom extensions defined for the top-level document.
+	Extensions map[low.KeyReference[string]]low.ValueReference[any]
+
+	// Index is a reference to the *index.SpecIndex that was created for the document and used
+	// as a guide when building out the Document. Ideal if further processing is required on the model and
+	// the original details are required to continue the work.
+	//
+	// This property is not a part of the OpenAPI schema, this is custom to libopenapi.
+	Index *index.SpecIndex
 }
 
-//
+// TODO: this is early prototype mutation/modification code, keeping it around for later.
 //func (d *Document) AddTag() *base.Tag {
 //	t := base.NewTag()
 //	//d.Tags.KeyNode
diff --git a/datamodel/low/v3/encoding.go b/datamodel/low/v3/encoding.go
index c163df1..eb95dbc 100644
--- a/datamodel/low/v3/encoding.go
+++ b/datamodel/low/v3/encoding.go
@@ -9,10 +9,8 @@ import (
 	"gopkg.in/yaml.v3"
 )
 
-const (
-	EncodingLabel = "encoding"
-)
-
+// Encoding represents a low-level OpenAPI 3+ Encoding object
+//  - https://spec.openapis.org/oas/v3.1.0#encoding-object
 type Encoding struct {
 	ContentType   low.NodeReference[string]
 	Headers       low.NodeReference[map[low.KeyReference[string]]low.ValueReference[*Header]]
@@ -21,12 +19,13 @@ type Encoding struct {
 	AllowReserved low.NodeReference[bool]
 }
 
+// FindHeader attempts to locate a Header with the supplied name
 func (en *Encoding) FindHeader(hType string) *low.ValueReference[*Header] {
 	return low.FindItemInMap[*Header](hType, en.Headers.Value)
 }
 
+// Build will extract all Header objects from supplied node.
 func (en *Encoding) Build(root *yaml.Node, idx *index.SpecIndex) error {
-
 	headers, hL, hN, err := low.ExtractMap[*Header](HeadersLabel, root, idx)
 	if err != nil {
 		return err
@@ -38,6 +37,5 @@ func (en *Encoding) Build(root *yaml.Node, idx *index.SpecIndex) error {
 			ValueNode: hN,
 		}
 	}
-
 	return nil
 }
diff --git a/datamodel/low/v3/examples_test.go b/datamodel/low/v3/examples_test.go
new file mode 100644
index 0000000..6e7017f
--- /dev/null
+++ b/datamodel/low/v3/examples_test.go
@@ -0,0 +1,35 @@
+// Copyright 2022 Princess B33f Heavy Industries / Dave Shanley
+// SPDX-License-Identifier: MIT
+
+package v3
+
+import (
+	"fmt"
+	"github.com/pb33f/libopenapi/datamodel"
+	"io/ioutil"
+)
+
+func Example_createLowDocument() {
+	// How to create a low-level OpenAPI 3 Document
+
+	// load petstore into bytes
+	petstoreBytes, _ := ioutil.ReadFile("../../../test_specs/petstorev3.json")
+
+	// read in specification
+	info, _ := datamodel.ExtractSpecInfo(petstoreBytes)
+
+	// build low-level document model
+	document, errors := CreateDocument(info)
+
+	// if something went wrong, a slice of errors is returned
+	if len(errors) > 0 {
+		for i := range errors {
+			fmt.Printf("error: %s\n", errors[i].Error())
+		}
+		panic("cannot build document")
+	}
+
+	// print out email address from the info > contact object.
+	fmt.Print(document.Info.Value.Contact.Value.Email.Value)
+	// Output: apiteam@swagger.io
+}
diff --git a/datamodel/low/v3/header.go b/datamodel/low/v3/header.go
index 3eee088..2a8702e 100644
--- a/datamodel/low/v3/header.go
+++ b/datamodel/low/v3/header.go
@@ -11,10 +11,8 @@ import (
 	"gopkg.in/yaml.v3"
 )
 
-const (
-	HeadersLabel = "headers"
-)
-
+// Header represents a low-level OpenAPI 3+ Header object.
+//  - https://spec.openapis.org/oas/v3.1.0#header-object
 type Header struct {
 	Description     low.NodeReference[string]
 	Required        low.NodeReference[bool]
@@ -30,18 +28,22 @@ type Header struct {
 	Extensions      map[low.KeyReference[string]]low.ValueReference[any]
 }
 
+// FindExtension will attempt to locate an extension with the supplied name
 func (h *Header) FindExtension(ext string) *low.ValueReference[any] {
 	return low.FindItemInMap[any](ext, h.Extensions)
 }
 
+// FindExample will attempt to locate an Example with a specified name
 func (h *Header) FindExample(eType string) *low.ValueReference[*base.Example] {
 	return low.FindItemInMap[*base.Example](eType, h.Examples.Value)
 }
 
+// FindContent will attempt to locate a MediaType definition, with a specified name
 func (h *Header) FindContent(ext string) *low.ValueReference[*MediaType] {
 	return low.FindItemInMap[*MediaType](ext, h.Content.Value)
 }
 
+// Build will extract extensions, examples, schema and content/media types from node.
 func (h *Header) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	h.Extensions = low.ExtractExtensions(root)
 
@@ -83,6 +85,5 @@ func (h *Header) Build(root *yaml.Node, idx *index.SpecIndex) error {
 		KeyNode:   cL,
 		ValueNode: cN,
 	}
-
 	return nil
 }
diff --git a/datamodel/low/v3/link.go b/datamodel/low/v3/link.go
index 4cba774..af01057 100644
--- a/datamodel/low/v3/link.go
+++ b/datamodel/low/v3/link.go
@@ -9,6 +9,18 @@ import (
 	"gopkg.in/yaml.v3"
 )
 
+// Link represents a low-level OpenAPI 3+ Link object.
+//
+// The Link object represents a possible design-time link for a response. The presence of a link does not guarantee the
+// caller’s ability to successfully invoke it, rather it provides a known relationship and traversal mechanism between
+// responses and other operations.
+//
+// Unlike dynamic links (i.e. links provided in the response payload), the OAS linking mechanism does not require
+// link information in the runtime response.
+//
+// For computing links, and providing instructions to execute them, a runtime expression is used for accessing values
+// in an operation and using them as parameters while invoking the linked operation.
+//  - https://spec.openapis.org/oas/v3.1.0#link-object
 type Link struct {
 	OperationRef low.NodeReference[string]
 	OperationId  low.NodeReference[string]
@@ -19,14 +31,17 @@ type Link struct {
 	Extensions   map[low.KeyReference[string]]low.ValueReference[any]
 }
 
+// FindParameter will attempt to locate a parameter string value, using a parameter name input.
 func (l *Link) FindParameter(pName string) *low.ValueReference[string] {
 	return low.FindItemInMap[string](pName, l.Parameters.Value)
 }
 
+// FindExtension will attempt to locate an extension with a specific key
 func (l *Link) FindExtension(ext string) *low.ValueReference[any] {
 	return low.FindItemInMap[any](ext, l.Extensions)
 }
 
+// Build will extract extensions and servers from the node.
 func (l *Link) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	l.Extensions = low.ExtractExtensions(root)
 
@@ -36,6 +51,5 @@ func (l *Link) Build(root *yaml.Node, idx *index.SpecIndex) error {
 		return sErr
 	}
 	l.Server = ser
-
 	return nil
 }
diff --git a/datamodel/low/v3/media_type.go b/datamodel/low/v3/media_type.go
index 5fc52a1..71cfd87 100644
--- a/datamodel/low/v3/media_type.go
+++ b/datamodel/low/v3/media_type.go
@@ -11,6 +11,10 @@ import (
 	"gopkg.in/yaml.v3"
 )
 
+// MediaType represents a low-level OpenAPI MediaType object.
+//
+// Each Media Type Object provides schema and examples for the media type identified by its key.
+//  - https://spec.openapis.org/oas/v3.1.0#media-type-object
 type MediaType struct {
 	Schema     low.NodeReference[*base.SchemaProxy]
 	Example    low.NodeReference[any]
@@ -19,22 +23,27 @@ type MediaType struct {
 	Extensions map[low.KeyReference[string]]low.ValueReference[any]
 }
 
+// FindExtension will attempt to locate an extension with the supplied name.
 func (mt *MediaType) FindExtension(ext string) *low.ValueReference[any] {
 	return low.FindItemInMap[any](ext, mt.Extensions)
 }
 
+// FindPropertyEncoding will attempt to locate an Encoding value with a specific name.
 func (mt *MediaType) FindPropertyEncoding(eType string) *low.ValueReference[*Encoding] {
 	return low.FindItemInMap[*Encoding](eType, mt.Encoding.Value)
 }
 
+// FindExample will attempt to locate an Example with a specific name.
 func (mt *MediaType) FindExample(eType string) *low.ValueReference[*base.Example] {
 	return low.FindItemInMap[*base.Example](eType, mt.Examples.Value)
 }
 
+// GetAllExamples will extract all examples from the MediaType instance.
 func (mt *MediaType) GetAllExamples() map[low.KeyReference[string]]low.ValueReference[*base.Example] {
 	return mt.Examples.Value
 }
 
+// Build will extract examples, extensions, schema and encoding from node.
 func (mt *MediaType) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	mt.Extensions = low.ExtractExtensions(root)
 
diff --git a/datamodel/low/v3/oauth_flows.go b/datamodel/low/v3/oauth_flows.go
index 2f52da5..000c4df 100644
--- a/datamodel/low/v3/oauth_flows.go
+++ b/datamodel/low/v3/oauth_flows.go
@@ -9,13 +9,8 @@ import (
 	"gopkg.in/yaml.v3"
 )
 
-const (
-	ImplicitLabel          = "implicit"
-	PasswordLabel          = "password"
-	ClientCredentialsLabel = "clientCredentials"
-	AuthorizationCodeLabel = "authorizationCode"
-)
-
+// OAuthFlows represents a low-level OpenAPI 3+ OAuthFlows object.
+//  - https://spec.openapis.org/oas/v3.1.0#oauth-flows-object
 type OAuthFlows struct {
 	Implicit          low.NodeReference[*OAuthFlow]
 	Password          low.NodeReference[*OAuthFlow]
@@ -24,10 +19,12 @@ type OAuthFlows struct {
 	Extensions        map[low.KeyReference[string]]low.ValueReference[any]
 }
 
+// FindExtension will attempt to locate an extension with the supplied name.
 func (o *OAuthFlows) FindExtension(ext string) *low.ValueReference[any] {
 	return low.FindItemInMap[any](ext, o.Extensions)
 }
 
+// Build will extract extensions and all OAuthFlow types from the supplied node.
 func (o *OAuthFlows) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	o.Extensions = low.ExtractExtensions(root)
 
@@ -58,6 +55,8 @@ func (o *OAuthFlows) Build(root *yaml.Node, idx *index.SpecIndex) error {
 
 }
 
+// OAuthFlow represents a low-level OpenAPI 3+ OAuthFlow object.
+//  - https://spec.openapis.org/oas/v3.1.0#oauth-flow-object
 type OAuthFlow struct {
 	AuthorizationUrl low.NodeReference[string]
 	TokenUrl         low.NodeReference[string]
@@ -66,14 +65,17 @@ type OAuthFlow struct {
 	Extensions       map[low.KeyReference[string]]low.ValueReference[any]
 }
 
+// FindScope attempts to locate a scope using a specified name.
 func (o *OAuthFlow) FindScope(scope string) *low.ValueReference[string] {
 	return low.FindItemInMap[string](scope, o.Scopes.Value)
 }
 
+// FindExtension attempts to locate an extension with a specified key
 func (o *OAuthFlow) FindExtension(ext string) *low.ValueReference[any] {
 	return low.FindItemInMap[any](ext, o.Extensions)
 }
 
+// Build will extract extensions from the node.
 func (o *OAuthFlow) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	o.Extensions = low.ExtractExtensions(root)
 	return nil
diff --git a/datamodel/low/v3/operation.go b/datamodel/low/v3/operation.go
index 7930a12..61bdf17 100644
--- a/datamodel/low/v3/operation.go
+++ b/datamodel/low/v3/operation.go
@@ -10,14 +10,11 @@ import (
 	"gopkg.in/yaml.v3"
 )
 
-const (
-	ParametersLabel    = "parameters"
-	RequestBodyLabel   = "requestBody"
-	RequestBodiesLabel = "requestBodies"
-	ResponsesLabel     = "responses"
-	CallbacksLabel     = "callbacks"
-)
-
+// Operation is a low-level representation of an OpenAPI 3+ Operation object.
+//
+// An Operation is perhaps the most important object of the entire specification. Everything of value
+// happens here. The entire being for existence of this library and the specification, is this Operation.
+//  - https://spec.openapis.org/oas/v3.1.0#operation-object
 type Operation struct {
 	Tags         low.NodeReference[[]low.ValueReference[string]]
 	Summary      low.NodeReference[string]
@@ -34,10 +31,12 @@ type Operation struct {
 	Extensions   map[low.KeyReference[string]]low.ValueReference[any]
 }
 
+// FindCallback will attempt to locate a Callback instance by the supplied name.
 func (o *Operation) FindCallback(callback string) *low.ValueReference[*Callback] {
 	return low.FindItemInMap[*Callback](callback, o.Callbacks.Value)
 }
 
+// Build will extract external docs, parameters, request body, responses, callbacks, security and servers.
 func (o *Operation) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	o.Extensions = low.ExtractExtensions(root)
 
diff --git a/datamodel/low/v3/parameter.go b/datamodel/low/v3/parameter.go
index cb43bff..71f6758 100644
--- a/datamodel/low/v3/parameter.go
+++ b/datamodel/low/v3/parameter.go
@@ -11,10 +11,10 @@ import (
 	"gopkg.in/yaml.v3"
 )
 
-const (
-	ContentLabel = "content"
-)
-
+// Parameter represents a high-level OpenAPI 3+ Parameter object, that is backed by a low-level one.
+//
+// A unique parameter is defined by a combination of a name and location.
+//  - https://spec.openapis.org/oas/v3.1.0#parameter-object
 type Parameter struct {
 	Name            low.NodeReference[string]
 	In              low.NodeReference[string]
@@ -32,18 +32,22 @@ type Parameter struct {
 	Extensions      map[low.KeyReference[string]]low.ValueReference[any]
 }
 
+// FindContent will attempt to locate a MediaType instance using the specified name.
 func (p *Parameter) FindContent(cType string) *low.ValueReference[*MediaType] {
 	return low.FindItemInMap[*MediaType](cType, p.Content.Value)
 }
 
+// FindExample will attempt to locate a base.Example instance using the specified name.
 func (p *Parameter) FindExample(eType string) *low.ValueReference[*base.Example] {
 	return low.FindItemInMap[*base.Example](eType, p.Examples.Value)
 }
 
+// FindExtension attempts to locate an extension using the specified name.
 func (p *Parameter) FindExtension(ext string) *low.ValueReference[any] {
 	return low.FindItemInMap[any](ext, p.Extensions)
 }
 
+// Build will extract examples, extensions and content/media types.
 func (p *Parameter) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	p.Extensions = low.ExtractExtensions(root)
 
diff --git a/datamodel/low/v3/path_item.go b/datamodel/low/v3/path_item.go
index fe3994d..4a70b53 100644
--- a/datamodel/low/v3/path_item.go
+++ b/datamodel/low/v3/path_item.go
@@ -13,6 +13,12 @@ import (
 	"sync"
 )
 
+// PathItem represents a low-level OpenAPI 3+ PathItem object.
+//
+// Describes the operations available on a single path. A Path Item MAY be empty, due to ACL constraints.
+// The path itself is still exposed to the documentation viewer, but they will not know which operations and parameters
+// are available.
+//  - https://spec.openapis.org/oas/v3.1.0#path-item-object
 type PathItem struct {
 	Description low.NodeReference[string]
 	Summary     low.NodeReference[string]
@@ -29,10 +35,13 @@ type PathItem struct {
 	Extensions  map[low.KeyReference[string]]low.ValueReference[any]
 }
 
+// FindExtension attempts to find an extension
 func (p *PathItem) FindExtension(ext string) *low.ValueReference[any] {
 	return low.FindItemInMap[any](ext, p.Extensions)
 }
 
+// Build extracts extensions, parameters, servers and each http method defined.
+// everything is extracted asynchronously for speed.
 func (p *PathItem) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	p.Extensions = low.ExtractExtensions(root)
 	skip := false
@@ -204,6 +213,5 @@ func (p *PathItem) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	if len(ops) > 0 {
 		wg.Wait()
 	}
-
 	return nil
 }
diff --git a/datamodel/low/v3/path.go b/datamodel/low/v3/paths.go
similarity index 80%
rename from datamodel/low/v3/path.go
rename to datamodel/low/v3/paths.go
index a2f163b..28bb254 100644
--- a/datamodel/low/v3/path.go
+++ b/datamodel/low/v3/paths.go
@@ -12,25 +12,18 @@ import (
 	"strings"
 )
 
-const (
-	PathsLabel             = "paths"
-	WebhooksLabel          = "webhooks"
-	JSONSchemaDialectLabel = "jsonSchemaDialect"
-	GetLabel               = "get"
-	PostLabel              = "post"
-	PatchLabel             = "patch"
-	PutLabel               = "put"
-	DeleteLabel            = "delete"
-	OptionsLabel           = "options"
-	HeadLabel              = "head"
-	TraceLabel             = "trace"
-)
-
+// Paths represents a high-level OpenAPI 3+ Paths object, that is backed by a low-level one.
+//
+// Holds the relative paths to the individual endpoints and their operations. The path is appended to the URL from the
+// Server Object in order to construct the full URL. The Paths MAY be empty, due to Access Control List (ACL)
+// constraints.
+//  - https://spec.openapis.org/oas/v3.1.0#paths-object
 type Paths struct {
 	PathItems  map[low.KeyReference[string]]low.ValueReference[*PathItem]
 	Extensions map[low.KeyReference[string]]low.ValueReference[any]
 }
 
+// FindPath will attempt to locate a PathItem using the provided path string.
 func (p *Paths) FindPath(path string) *low.ValueReference[*PathItem] {
 	for k, j := range p.PathItems {
 		if k.Value == path {
@@ -40,10 +33,12 @@ func (p *Paths) FindPath(path string) *low.ValueReference[*PathItem] {
 	return nil
 }
 
+// FindExtension will attempt to locate an extension using the specified string.
 func (p *Paths) FindExtension(ext string) *low.ValueReference[any] {
 	return low.FindItemInMap[any](ext, p.Extensions)
 }
 
+// Build will extract extensions and all PathItems. This happens asynchronously for speed.
 func (p *Paths) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	p.Extensions = low.ExtractExtensions(root)
 	skip := false
@@ -126,5 +121,4 @@ func (p *Paths) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	}
 	p.PathItems = pathsMap
 	return nil
-
 }
diff --git a/datamodel/low/v3/path_test.go b/datamodel/low/v3/paths_test.go
similarity index 100%
rename from datamodel/low/v3/path_test.go
rename to datamodel/low/v3/paths_test.go
diff --git a/datamodel/low/v3/request_body.go b/datamodel/low/v3/request_body.go
index 0166b5f..9601d5d 100644
--- a/datamodel/low/v3/request_body.go
+++ b/datamodel/low/v3/request_body.go
@@ -9,6 +9,8 @@ import (
 	"gopkg.in/yaml.v3"
 )
 
+// RequestBody represents a low-level OpenAPI 3+ RequestBody object.
+//  - https://spec.openapis.org/oas/v3.1.0#request-body-object
 type RequestBody struct {
 	Description low.NodeReference[string]
 	Content     low.NodeReference[map[low.KeyReference[string]]low.ValueReference[*MediaType]]
@@ -16,14 +18,17 @@ type RequestBody struct {
 	Extensions  map[low.KeyReference[string]]low.ValueReference[any]
 }
 
+// FindExtension attemps to locate an extension using the provided name.
 func (rb *RequestBody) FindExtension(ext string) *low.ValueReference[any] {
 	return low.FindItemInMap[any](ext, rb.Extensions)
 }
 
+// FindContent attempts to find content/MediaType defined using a specified name.
 func (rb *RequestBody) FindContent(cType string) *low.ValueReference[*MediaType] {
 	return low.FindItemInMap[*MediaType](cType, rb.Content.Value)
 }
 
+// Build will extract extensions and MediaType objects from the node.
 func (rb *RequestBody) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	rb.Extensions = low.ExtractExtensions(root)
 
diff --git a/datamodel/low/v3/response.go b/datamodel/low/v3/response.go
index 3cc70b5..3c004b0 100644
--- a/datamodel/low/v3/response.go
+++ b/datamodel/low/v3/response.go
@@ -11,16 +11,26 @@ import (
 	"gopkg.in/yaml.v3"
 )
 
-const (
-	LinksLabel   = "links"
-	DefaultLabel = "default"
-)
-
+// Responses represents a low-level OpenAPI 3+ Responses object.
+//
+// It's a container for the expected responses of an operation. The container maps a HTTP response code to the
+// expected response.
+//
+// The specification is not necessarily expected to cover all possible HTTP response codes because they may not be
+// known in advance. However, documentation is expected to cover a successful operation response and any known errors.
+//
+// The default MAY be used as a default response object for all HTTP codes that are not covered individually by
+// the Responses Object.
+//
+// The Responses Object MUST contain at least one response code, and if only one response code is provided it SHOULD
+// be the response for a successful operation call.
+//  - https://spec.openapis.org/oas/v3.1.0#responses-object
 type Responses struct {
 	Codes   map[low.KeyReference[string]]low.ValueReference[*Response]
 	Default low.NodeReference[*Response]
 }
 
+// Build will extract default response and all Response objects for each code
 func (r *Responses) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	if utils.IsNodeMap(root) {
 		codes, err := low.ExtractMapNoLookup[*Response](root, idx)
@@ -39,15 +49,22 @@ func (r *Responses) Build(root *yaml.Node, idx *index.SpecIndex) error {
 			r.Default = def
 		}
 	} else {
-		return fmt.Errorf("responses build failed: vn node is not a map! line %d, col %d", root.Line, root.Column)
+		return fmt.Errorf("responses build failed: vn node is not a map! line %d, col %d",
+			root.Line, root.Column)
 	}
 	return nil
 }
 
+// FindResponseByCode will attempt to locate a Response using an HTTP response code.
 func (r *Responses) FindResponseByCode(code string) *low.ValueReference[*Response] {
 	return low.FindItemInMap[*Response](code, r.Codes)
 }
 
+// Response represents a high-level OpenAPI 3+ Response object that is backed by a low-level one.
+//
+// Describes a single response from an API Operation, including design-time, static links to
+// operations based on the response.
+//  - https://spec.openapis.org/oas/v3.1.0#response-object
 type Response struct {
 	Description low.NodeReference[string]
 	Headers     low.NodeReference[map[low.KeyReference[string]]low.ValueReference[*Header]]
@@ -56,22 +73,27 @@ type Response struct {
 	Links       low.NodeReference[map[low.KeyReference[string]]low.ValueReference[*Link]]
 }
 
+// FindExtension will attempt to locate an extension using the supplied key
 func (r *Response) FindExtension(ext string) *low.ValueReference[any] {
 	return low.FindItemInMap[any](ext, r.Extensions)
 }
 
+// FindContent will attempt to locate a MediaType instance using the supplied key.
 func (r *Response) FindContent(cType string) *low.ValueReference[*MediaType] {
 	return low.FindItemInMap[*MediaType](cType, r.Content.Value)
 }
 
+// FindHeader will attempt to locate a Header instance using the supplied key.
 func (r *Response) FindHeader(hType string) *low.ValueReference[*Header] {
 	return low.FindItemInMap[*Header](hType, r.Headers.Value)
 }
 
+// FindLink will attempt to locate a Link instance using the supplied key.
 func (r *Response) FindLink(hType string) *low.ValueReference[*Link] {
 	return low.FindItemInMap[*Link](hType, r.Links.Value)
 }
 
+// Build will extract headers, extensions, content and links from node.
 func (r *Response) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	r.Extensions = low.ExtractExtensions(root)
 
diff --git a/datamodel/low/v3/security_scheme.go b/datamodel/low/v3/security_scheme.go
index bc21b7e..9a9dc31 100644
--- a/datamodel/low/v3/security_scheme.go
+++ b/datamodel/low/v3/security_scheme.go
@@ -10,12 +10,16 @@ import (
 	"gopkg.in/yaml.v3"
 )
 
-const (
-	SecurityLabel        = "security"
-	SecuritySchemesLabel = "securitySchemes"
-	OAuthFlowsLabel      = "flows"
-)
-
+// SecurityScheme represents a low-level OpenAPI 3+ SecurityScheme object.
+//
+// Defines a security scheme that can be used by the operations.
+//
+// Supported schemes are HTTP authentication, an API key (either as a header, a cookie parameter or as a query parameter),
+// mutual TLS (use of a client certificate), OAuth2’s common flows (implicit, password, client credentials and
+// authorization code) as defined in RFC6749 (https://www.rfc-editor.org/rfc/rfc6749), and OpenID Connect Discovery.
+// Please note that as of 2020, the implicit  flow is about to be deprecated by OAuth 2.0 Security Best Current Practice.
+// Recommended for most use case is Authorization Code Grant flow with PKCE.
+//  - https://spec.openapis.org/oas/v3.1.0#security-scheme-object
 type SecurityScheme struct {
 	Type             low.NodeReference[string]
 	Description      low.NodeReference[string]
@@ -28,14 +32,28 @@ type SecurityScheme struct {
 	Extensions       map[low.KeyReference[string]]low.ValueReference[any]
 }
 
+// SecurityRequirement is a low-level representation of an OpenAPI 3+ SecurityRequirement object.
+//
+// It lists the required security schemes to execute this operation. The name used for each property MUST correspond
+// to a security scheme declared in the Security Schemes under the Components Object.
+//
+// Security Requirement Objects that contain multiple schemes require that all schemes MUST be satisfied for a
+// request to be authorized. This enables support for scenarios where multiple query parameters or HTTP headers are
+// required to convey security information.
+//
+// When a list of Security Requirement Objects is defined on the OpenAPI Object or Operation Object, only one of the
+// Security Requirement Objects in the list needs to be satisfied to authorize the request.
+//  - https://spec.openapis.org/oas/v3.1.0#security-requirement-object
 type SecurityRequirement struct {
 	ValueRequirements []low.ValueReference[map[low.KeyReference[string]][]low.ValueReference[string]]
 }
 
+// FindExtension attempts to locate an extension using the supplied key.
 func (ss *SecurityScheme) FindExtension(ext string) *low.ValueReference[any] {
 	return low.FindItemInMap[any](ext, ss.Extensions)
 }
 
+// Build will extract OAuthFlows and extensions from the node.
 func (ss *SecurityScheme) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	ss.Extensions = low.ExtractExtensions(root)
 
@@ -50,6 +68,7 @@ func (ss *SecurityScheme) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	return nil
 }
 
+// FindRequirement will attempt to locate a security requirement string from a supplied name.
 func (sr *SecurityRequirement) FindRequirement(name string) []low.ValueReference[string] {
 	for _, r := range sr.ValueRequirements {
 		for k, v := range r.Value {
@@ -61,6 +80,7 @@ func (sr *SecurityRequirement) FindRequirement(name string) []low.ValueReference
 	return nil
 }
 
+// Build will extract all security requirements
 func (sr *SecurityRequirement) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	if utils.IsNodeArray(root) {
 		var requirements []low.ValueReference[map[low.KeyReference[string]][]low.ValueReference[string]]
diff --git a/datamodel/low/v3/server.go b/datamodel/low/v3/server.go
index 7e2afa9..af428d3 100644
--- a/datamodel/low/v3/server.go
+++ b/datamodel/low/v3/server.go
@@ -10,22 +10,20 @@ import (
 	"gopkg.in/yaml.v3"
 )
 
-const (
-	VariablesLabel = "variables"
-	ServersLabel   = "servers"
-	ServerLabel    = "server"
-)
-
+// Server represents a low-level OpenAPI 3+ Server object.
+//  - https://spec.openapis.org/oas/v3.1.0#server-object
 type Server struct {
 	URL         low.NodeReference[string]
 	Description low.NodeReference[string]
 	Variables   low.NodeReference[map[low.KeyReference[string]]low.ValueReference[*ServerVariable]]
 }
 
-func (s *Server) FindVariable(ext string) *low.ValueReference[*ServerVariable] {
-	return low.FindItemInMap[*ServerVariable](ext, s.Variables.Value)
+// FindVariable attempts to locate a ServerVariable instance using the supplied key.
+func (s *Server) FindVariable(serverVar string) *low.ValueReference[*ServerVariable] {
+	return low.FindItemInMap[*ServerVariable](serverVar, s.Variables.Value)
 }
 
+// Build will extract server variables from the supplied node.
 func (s *Server) Build(root *yaml.Node, idx *index.SpecIndex) error {
 	kn, vars := utils.FindKeyNode(VariablesLabel, root.Content)
 	if vars == nil {
diff --git a/datamodel/low/v3/server_variable.go b/datamodel/low/v3/server_variable.go
index ec18ac9..889a97d 100644
--- a/datamodel/low/v3/server_variable.go
+++ b/datamodel/low/v3/server_variable.go
@@ -4,6 +4,13 @@ import (
 	"github.com/pb33f/libopenapi/datamodel/low"
 )
 
+// ServerVariable represents a low-level OpenAPI 3+ ServerVariable object.
+//
+// ServerVariable is an object representing a Server Variable for server URL template substitution.
+// - https://spec.openapis.org/oas/v3.1.0#server-variable-object
+//
+// This is the only struct that is not Buildable, it's not used by anything other than a Server instance,
+// and it has nothing to build that requires it to be buildable.
 type ServerVariable struct {
 	Enum        []low.NodeReference[string]
 	Default     low.NodeReference[string]