Capabilities Matrix Audit Report¶
Generated: December 2025 Auditor: Automated Code Analysis Scope: Comparison of documented capabilities vs. implemented features
Executive Summary¶
This audit identified significant discrepancies between the product documentation and the actual codebase implementation. Key findings include:
- Plan naming and pricing mismatch - Documentation shows different names/prices than code
- AI model architecture has evolved - Codebase uses Bedrock-native models, documentation references legacy APIs
- 35+ Agent capabilities not documented - Extensive capability system exists but isn't in product docs
- Credit allocations differ substantially - Numbers don't match between doc and migrations
- SEO Intelligence system undocumented - Full DataForSEO integration exists but not in pricing tiers
1. Plan Naming & Pricing Discrepancies¶
| Aspect | Documentation | Codebase | Status |
|---|---|---|---|
| Plan 1 Name | Marketplace Launch | Marketplace Starter | MISMATCH |
| Plan 1 Price | $99/month | $149/month | MISMATCH |
| Plan 2 Name | Marketplace Accelerate | Marketplace Accelerate | ✅ Match |
| Plan 2 Price | $299/month | $299/month | ✅ Match |
| Plan 3 Name | Marketplace Command | Marketplace Command+ | MISMATCH |
| Plan 3 Price | $799/month | $799/month | ✅ Match |
Source: database/migrations/2025_12_20_000003_update_plan_bedrock_model_credits.php:21-44
Recommendation¶
Update documentation to reflect: - Rename "Marketplace Launch" → "Marketplace Starter" - Update price from $99 → $149 - Add "+" suffix to Command tier
2. AI Model Architecture - Critical Update Required¶
Default Models Per Plan¶
| Plan | Documentation | Codebase | Status |
|---|---|---|---|
| Starter | claude-3-haiku-20240307 |
bedrock-nova-lite |
MISMATCH |
| Accelerate | claude-3-sonnet-20240229 |
bedrock-claude-sonnet-4 |
MISMATCH |
| Command+ | claude-3-opus-20240229 |
bedrock-claude-sonnet-4-5 |
MISMATCH |
Source: database/migrations/2025_12_20_000003_update_plan_bedrock_model_credits.php:64-69
Models in Documentation (OUTDATED)¶
The following models are referenced in documentation but are legacy/deprecated:
| Category | Doc Models | Status |
|---|---|---|
| Text Generation | claude-3-haiku-20240307 |
Replace with bedrock-claude-haiku-4-5 |
| Text Generation | claude-3-sonnet-20240229 |
Replace with bedrock-claude-sonnet-4 |
| Text Generation | claude-3-opus-20240229 |
Replace with bedrock-claude-opus-4-5 |
| Text Generation | claude-3-5-sonnet-20240620 |
Replace with bedrock-claude-sonnet-4-5 |
| Text Generation | gpt-3.5-turbo |
Non-Bedrock (BYO API only) |
| Text Generation | gpt-4o |
Non-Bedrock (BYO API only) |
| Text Generation | deepseek-chat |
Non-Bedrock (BYO API only) |
| Image Generation | stable-diffusion-xl-1024 |
Replace with bedrock-nova-canvas |
| Image Generation | dall-e-3 |
Non-Bedrock (BYO API only) |
| Video Generation | synthesia, heygen |
DISABLED for FTR |
Models in Codebase (CURRENT)¶
Source: app/Domains/Entity/Enums/EntityEnum.php:83-157
AWS Bedrock Models (FTR Compliant)¶
| Model Key | Label | Available In |
|---|---|---|
bedrock-claude-opus-4-5 |
Bedrock Claude Opus 4.5 | Command+ |
bedrock-claude-opus-4-1 |
Bedrock Claude Opus 4.1 | Command+ |
bedrock-claude-sonnet-4-5 |
Bedrock Claude Sonnet 4.5 | Accelerate, Command+ |
bedrock-claude-sonnet-4 |
Bedrock Claude Sonnet 4 | Starter, Accelerate, Command+ |
bedrock-claude-haiku-4-5 |
Bedrock Claude Haiku 4.5 | All Plans |
bedrock-claude-3-7-sonnet |
Bedrock Claude 3.7 Sonnet | Accelerate, Command+ |
bedrock-nova-micro |
Bedrock Amazon Nova Micro | All Plans |
bedrock-nova-lite |
Bedrock Amazon Nova Lite | All Plans (default Starter) |
bedrock-nova-pro |
Bedrock Amazon Nova Pro | Accelerate, Command+ |
bedrock-nova-premier |
Bedrock Amazon Nova Premier | Command+ |
bedrock-nova-2-lite |
Bedrock Amazon Nova 2 Lite | All Plans |
bedrock-nova-2-sonic |
Bedrock Amazon Nova 2 Sonic | Accelerate, Command+ |
bedrock-nova-canvas |
Bedrock Nova Canvas (Image) | All Plans |
bedrock-llama-4-maverick |
Bedrock Llama 4 Maverick | Accelerate, Command+ |
bedrock-llama-3-3-70b |
Bedrock Llama 3.3 70B | Command+ |
bedrock-qwen3-next-80b-a3b |
Bedrock Qwen3 Next 80B | Command+ |
bedrock-mistral-large-3-675b-instruct |
Bedrock Mistral Large 3 | Command+ |
3. Credit Allocations - Complete Revision Needed¶
Plan 1: Marketplace Starter (Actual Credits)¶
| Model | Doc Credits | Actual Credits | Unlimited |
|---|---|---|---|
| bedrock-claude-haiku-4-5 | N/A | 50,000 | No |
| bedrock-claude-sonnet-4 | N/A | 5,000 | No |
| bedrock-nova-lite | N/A | 100,000 | No |
| bedrock-nova-micro | N/A | 200,000 | No |
| bedrock-nova-2-lite | N/A | 50,000 | No |
| bedrock-nova-canvas | N/A | 100 | No |
Doc Total: 120,200 | Actual Total: ~405,100
Plan 2: Marketplace Accelerate (Actual Credits)¶
| Model | Doc Credits | Actual Credits | Unlimited |
|---|---|---|---|
| bedrock-claude-haiku-4-5 | N/A | 150,000 | No |
| bedrock-claude-sonnet-4-5 | N/A | 10,000 | No |
| bedrock-claude-sonnet-4 | N/A | 25,000 | No |
| bedrock-claude-3-7-sonnet | N/A | 10,000 | No |
| bedrock-nova-lite | N/A | 250,000 | No |
| bedrock-nova-pro | N/A | 50,000 | No |
| bedrock-nova-micro | N/A | 500,000 | No |
| bedrock-nova-2-lite | N/A | 100,000 | No |
| bedrock-nova-2-sonic | N/A | 25,000 | No |
| bedrock-nova-canvas | N/A | 500 | No |
| bedrock-llama-4-maverick | N/A | 25,000 | No |
Doc Total: 260,650 | Actual Total: ~1,145,500
Plan 3: Marketplace Command+ (Actual Credits)¶
| Model | Doc Credits | Actual Credits | Unlimited |
|---|---|---|---|
| bedrock-claude-opus-4-5 | N/A | 5,000 | No |
| bedrock-claude-haiku-4-5 | N/A | 0 | YES |
| bedrock-claude-sonnet-4-5 | N/A | 50,000 | No |
| bedrock-claude-sonnet-4 | N/A | 100,000 | No |
| bedrock-claude-3-7-sonnet | N/A | 50,000 | No |
| bedrock-nova-lite | N/A | 0 | YES |
| bedrock-nova-pro | N/A | 250,000 | No |
| bedrock-nova-micro | N/A | 0 | YES |
| bedrock-nova-2-lite | N/A | 500,000 | No |
| bedrock-nova-2-sonic | N/A | 100,000 | No |
| bedrock-nova-canvas | N/A | 2,000 | No |
| bedrock-llama-4-maverick | N/A | 100,000 | No |
| bedrock-llama-3-3-70b | N/A | 50,000 | No |
| bedrock-qwen3-next-80b-a3b | N/A | 25,000 | No |
| bedrock-mistral-large-3-675b-instruct | N/A | 25,000 | No |
Doc Total: 546,200 | Actual Total: ~1,257,000 + 3 unlimited
4. AI Tools - Taxonomy Mismatch¶
Documentation Categories (Not in Code)¶
The doc uses categories like: - "Marketplace Core" / "Marketplace Advanced" - "Blog Templates" / "Ecommerce Templates" / "Development Templates" - "Advertisement Templates" / "Social Media Templates" / "Email Templates"
Actual AI Tools in Codebase¶
Source: app/Services/Common/MenuService.php:4124-4130
$keys = [
'ai_product_shot', 'ai_writer', 'ai_chat_all', 'ai_image_generator',
'ai_video', 'seo_tool_extension', 'ai_voiceover', 'ai_pdf', 'ai_vision',
'ai_speech_to_text', 'photo_studio_extension', 'ai_rewriter', 'ai_editor',
'ai_code_generator', 'ai_youtube', 'ai_chat_image', 'ai_rss',
'ai_voiceover_clone', 'ai_web_chat_extension', 'ai_presentation',
'ai_realtime_voice_chat', 'ai_social_media_extension', 'ai_detector_extension',
'ai_plagiarism_extension', 'ai_article_wizard', 'ext_chat_bot',
'ext_voice_chatbot', 'ext_social_media_dropdown', 'ext_ai_music_pro',
'ai_influencer', 'creative_suite', 'url_to_video', 'viral_clips',
'influencer_avatar', 'brand_voice', 'support', 'co_sell_agent_extension',
];
Plan Features in Codebase¶
Source: app/Services/Common/MenuService.php:4175-4188
$features = [
'api_keys', // Personal API Key (BYO API)
'brand_voice', // Brand Voice Training
'seo_intelligence', // SEO Intelligence (DataForSEO)
'support', // Support Access
'integration', // WordPress Integration
'custom_templates_extension', // Custom Templates
'chat_training_extension', // Chatbot Training
'creative_suite', // Creative Suite
'ai_influencer', // AI Influencer
'url_to_video', // URL to Video
'viral_clips', // Viral Clips
'influencer_avatar', // Influencer Avatar
];
5. Agent Capabilities System - MISSING FROM DOCUMENTATION¶
The codebase contains a comprehensive capability system with 35+ capabilities that isn't documented in the product matrix.
Source: app/Extensions/ContentManager/System/Services/AgentCore/CapabilityRegistry.php
Content Generation Capabilities¶
| Slug | Name | Est. Credits | Description |
|---|---|---|---|
generate_text |
Generate Text Content | 10 | Blog posts, articles, social media |
generate_image |
Generate Image | 20 | AI images via Bedrock |
refine_content |
Refine Content | 10 | Iterative content improvement |
generate_content_series |
Generate Content Series | 30 | Email sequences, campaigns |
seo_content_optimize |
SEO Content Optimization | 12 | 17-factor SEO optimization |
generate_meta_tags |
Generate SEO Meta Tags | 5 | Titles, descriptions, keywords |
Analysis Capabilities¶
| Slug | Name | Est. Credits | Description |
|---|---|---|---|
analyze_content |
Analyze Content | 5 | SEO, readability, sentiment |
seo_intelligence |
SEO Intelligence | 10 | DataForSEO domain analytics |
content_gap_analysis |
Content Gap Analysis | 15 | Keyword gap opportunities |
keyword_research |
Keyword Research | 5 | Google search data |
seo_content_analysis |
SEO Content Analysis | 8 | 17-factor analysis |
discover_search_questions |
Discover Search Questions | 3 | People Also Ask extraction |
marketplace_listing_seo |
Marketplace Listing SEO | 25 | Backlinks + LLM mentions |
competitor_analysis |
Competitive Intelligence | 12 | AWS Marketplace positioning |
linkedin_graph_analysis |
LinkedIn Graph Analysis | 10 | GTM insights, ICP alignment |
deal_influence_tracking |
Deal Influence Tracking | 15 | Pipeline/conversion tracking |
marketplace_awareness |
Marketplace Awareness Engine | 15 | RSS feeds, GTM insights |
predict_performance |
Predict Marketplace Performance | 8 | ML-powered predictions |
assess_launch_readiness |
Assess Launch Readiness | 10 | Launch readiness scoring |
predict_partner_success |
Predict Co-Sell Partner Success | 15 | Partnership success prediction |
Knowledge Base Capabilities¶
| Slug | Name | Est. Credits | Description |
|---|---|---|---|
query_knowledge_base |
Query Knowledge Base | 2 | RAG document search |
query_platform_knowledge |
Query Platform Knowledge | 2 | Platform documentation search |
Publishing Capabilities¶
| Slug | Name | Est. Credits | Description |
|---|---|---|---|
publish_to_social_media |
Publish to Social Media | 0 | Connected platform publishing |
Workflow Capabilities (AWS Marketplace Specific)¶
| Slug | Name | Est. Credits | Description |
|---|---|---|---|
sync_marketplace_listings |
Sync Marketplace Listings | 0 | AWS/Azure/GCP listing sync |
enrich_brand_voice |
Enrich Brand Voice | 8 | Website extraction |
cosell_partner_matching |
Co-Sell Partner Discovery | 20 | ICP overlap, matching |
joint_gtm_planner |
Joint GTM Campaign Planner | 40 | Co-branded campaigns |
aws_cleanrooms_analysis |
AWS Clean Rooms Account Overlap | 20 | Secure account overlap analysis |
ace_opportunity_sync |
ACE Opportunity Sync | 15 | AWS Partner Central integration |
cppo_proposal_generator |
CPPO Proposal Generator | 25 | Channel Partner Private Offers |
partner_intelligence |
Partner Relationship Intelligence | 10 | Co-sell summaries, intros |
fetch_external_url |
Fetch External URL | 2 | URL content extraction |
6. SEO Intelligence System - NOT IN PRICING DOC¶
The codebase has a full SEO Intelligence system with team-level credits that isn't documented.
Source: database/migrations/2025_12_07_100001_add_seo_intelligence_to_plans_and_teams.php
Important: SEO credits are allocated and tracked at the Team level, not per-user. All team members share the same SEO credit pool. This follows the team-centric architecture where Team is the primary tenant.
Schema Additions¶
Plans Table:
- seo_credits - Integer, credits per billing period (allocated to team)
- seo_credits_unlimited - Boolean, unlimited access flag
Teams Table (team-level tracking):
- seo_credits_remaining - Remaining credits for team in current period
- seo_credits_used - Credits used by all team members in current period
- seo_credits_reset_at - Last reset timestamp
SEO Usage Logs Table:
- Tracks all SEO API usage with:
- api_type: domain_analytics, labs, content, backlinks, onpage
- operation: Specific API operation
- credits_used: Per-operation credits
- api_cost: Actual DataForSEO cost in USD
Recommendation¶
Add SEO credits to the pricing matrix:
| Plan | SEO Credits | Unlimited |
|---|---|---|
| Starter | 100 | No |
| Accelerate | 500 | No |
| Command+ | 0 | Yes |
7. Video Features - FTR Compliance Note¶
Source: database/migrations/2025_12_06_000001_disable_video_features_for_ftr_compliance.php
External video APIs (Synthesia, Heygen) are disabled for AWS FTR compliance. The doc lists these as available for Accelerate/Command but they're not active.
Current Video Status¶
| Feature | Doc Status | Actual Status |
|---|---|---|
| Synthesia | Available (Command) | DISABLED |
| Heygen | Available (Command) | DISABLED |
| image-to-video | Available (Accelerate) | DISABLED |
| text-to-video | Available (Command) | DISABLED |
Note: Video generation adds $99-$299/mo in external costs and breaks 100% AWS deployment requirement.
8. Missing Engine Documentation¶
The codebase has a comprehensive engine architecture not fully documented:
Source: app/Domains/Engine/Enums/EngineEnum.php:42-91
Available Engines¶
| Engine Key | Label | AWS Native | Notes |
|---|---|---|---|
aws_bedrock |
Amazon Bedrock | ✅ Yes | Primary for FTR |
openai |
OpenAI | No | BYO API only |
anthropic |
Anthropic (Direct) | No | Should use Bedrock |
gemini |
Gemini | No | BYO API only |
stable_diffusion |
Stable Diffusion | ✅ Yes | Via Bedrock |
deep_seek |
Deepseek | No | BYO API only |
perplexity |
Perplexity | No | BYO API only |
x_ai |
X AI (Grok) | No | BYO API only |
open_router |
Open Router | No | BYO API only |
together |
Together | No | BYO API only |
unsplash |
Unsplash | ✅ Exempt | Stock images |
pexels |
Pexels | ✅ Exempt | Stock images |
pixabay |
Pixabay | ✅ Exempt | Stock images |
serper |
Serper | ✅ Exempt | Search API |
plagiarism_check |
Plagiarism Check | No | External |
synthesia |
Synthesia | No | DISABLED |
heygen |
Heygen | No | DISABLED |
9. Presentation Templates - Not Documented¶
The codebase has extensive AWS Marketplace-specific templates:
Source: app/Extensions/AiPresentation/System/Templates/
| Template | Description |
|---|---|
| AwsMarketplaceListingTemplate | Marketplace listing generation |
| JointGtmDeckTemplate | Joint GTM presentations |
| PartnerPitchDeckTemplate | Partner pitch decks |
| OpportunitySummaryTemplate | Opportunity summaries |
| AceBriefTemplate | ACE brief documents |
| ListingOptimizationTemplate | Listing optimization reports |
| CustomerSuccessStoryTemplate | Customer success stories |
| CompetitiveSnapshotTemplate | Competitive analysis |
| ValuePropositionTemplate | Value proposition decks |
| AnalystBriefingTemplate | Analyst briefing documents |
10. Recommended Documentation Updates¶
Priority 1: Critical Updates¶
- Rename Plan 1 from "Marketplace Launch" to "Marketplace Starter"
- Update Plan 1 price from $99 to $149
- Replace all legacy Claude models with Bedrock equivalents
- Update credit allocations to match migration values
- Add SEO Intelligence credits to pricing matrix
Priority 2: New Sections Needed¶
- Add Agent Capabilities section - Document all 35+ capabilities
- Add Bedrock Model Matrix - Full model availability by plan
- Add AWS FTR Compliance section - Explain Bedrock-only mode
- Document BYO API feature - For non-AWS engines
Priority 3: Remove/Update¶
- Remove video generation from Accelerate/Command (FTR disabled)
- Remove legacy OpenAI models from default (BYO API only)
- Update template taxonomy - Match actual AI tools keys
- Add co-sell capabilities - Partner matching, GTM planning, ACE sync
Appendix A: File References¶
| Topic | Key Files |
|---|---|
| Plan Credits | database/migrations/2025_12_20_000003_update_plan_bedrock_model_credits.php |
| AI Models | app/Domains/Entity/Enums/EntityEnum.php |
| Engines | app/Domains/Engine/Enums/EngineEnum.php |
| AI Tools | app/Services/Common/MenuService.php:4122-4202 |
| Plan Features | app/Services/Common/MenuService.php:4155-4202 |
| Capabilities | app/Extensions/ContentManager/System/Services/AgentCore/CapabilityRegistry.php |
| SEO Credits | database/migrations/2025_12_07_100001_add_seo_intelligence_to_plans_and_teams.php |
| Plan Model | app/Models/Plan.php |
| Video Disabled | database/migrations/2025_12_06_000001_disable_video_features_for_ftr_compliance.php |
Appendix B: Quick Reference - Actual Plan Matrix¶
Marketplace Starter ($149/mo)¶
Default Model: bedrock-nova-lite
| Feature | Status |
|---|---|
| Team Access | No (1 user) |
| User API Keys | No |
| Credit Rollover | No |
| Bedrock Models | 6 models |
| Unlimited Models | None |
Marketplace Accelerate ($299/mo)¶
Default Model: bedrock-claude-sonnet-4
| Feature | Status |
|---|---|
| Team Access | Yes (5 users) |
| User API Keys | Yes |
| Credit Rollover | No |
| Bedrock Models | 11 models |
| Unlimited Models | None |
Marketplace Command+ ($799/mo)¶
Default Model: bedrock-claude-sonnet-4-5
| Feature | Status |
|---|---|
| Team Access | Yes (Unlimited) |
| User API Keys | Yes |
| Credit Rollover | Yes |
| Bedrock Models | 15 models |
| Unlimited Models | 3 (Haiku 4.5, Nova Lite, Nova Micro) |
End of Audit Report