Complete Platform Comparison
A full feature comparison across search, governance, security, deployment, compliance, and pricing.
Primary product type | Unified platformSearch + agents + security + governance | Search + agents | M365 embedded AI | Agent infrastructure | Agent dev platform | AutoML + GenAI |
No-code agent builder | ✓Full no-code | ✓Yes | Copilot Studio | ✗Dev only | Low-code ADK | Templates |
Multi-agent orchestration | ✓Yes | Agentic Engine 2 | Agent 365 (May 2026) | ✓Yes | ✓Yes | Agentic workflows |
Vendor independence | BootstrappedNo VC or hyperscaler ownership | ✗VC-backed | ✗Microsoft division | ✗AWS division | ✗Google division | ✗VC-backed |
Enterprise-wide search | ✓Full NL search60+ sources, structured + unstructured | ✓Core capability | M365 only | ✗None | Vertex Search | ✗None |
Hybrid search (vector + keyword) | ✓Yes | ✓Enterprise Graph | Microsoft Graph | Bedrock KB | ✓Yes | Limited |
Multi-modal (text, images, PDFs) | ✓Yes | ✓Yes | ✓Yes | ✓Yes | ✓Yes | ML training only |
Proprietary Data Ontology | Only SynoptixFull governance layer | ✗None | ✗None | ✗None | ✗None | ✗None |
Confidence scoring | Inline + dashboardBoth user-facing and admin | ✗None | ✗None | ✗None | ✗None | ML models only |
Data lineage — source document | ✓Yes | Citation link only | Citation link only | ✗None | Agent logs only | ML lineage only |
Data lineage — field-level | Only Synoptix | ✗None | ✗None | ✗None | ✗None | ✗None |
Data lineage — cross-system | Only Synoptixe.g. Salesforce → SharePoint → AI | ✗None | ✗None | ✗None | ✗None | ✗None |
Data classification (4-tier) | ✓Public → RestrictedEnforced at retrieval layer | ✗None | Purview labels | ✗None | ✗None | ✗None |
Role-based access policies | ✓YesPer role and department | ✓Via source perms | ✓M365 tenant | ✓AWS IAM | ✓GCP IAM | ✓RBAC |
Full audit trails per access event | ✓Yes | ✓Yes | ✓Yes (Purview) | ✓Yes (CloudWatch) | ✓Yes (GCP logs) | ✓Yes |
Business vocabulary mapping | Only SynoptixGlossaries, synonyms, acronyms | ✗None | ✗None | ✗None | ✗None | ✗None |
Authority ranking per data domain | Only SynoptixConflicts resolved by source authority | ✗None | ✗None | ✗None | ✗None | ✗None |
OWASP LLM Top 10 coverage | All 10 — SynoGuard | Partial | Partial (Purview) | Partial (Policy) | Partial (IAM) | Partial (NeMo) |
Prompt injection protection | ✓Yes | ✓Yes | ✓Yes | ✓Yes (deterministic) | Partial | ✓Yes |
PII detection and redaction | ✓Yes | Glean Protect | ✓Yes | ✓Yes | DLP APIs | ✓Yes |
Toxicity detection | ✓Yes | ✗No | ✓Yes | Bedrock Guardrails | ✗No | ✓Yes (NeMo) |
Human-in-the-loop review | ✓Built-in | ✗No | Some workflows | Some workflows | ✗No | ✗No |
Fully model-agnostic | Any LLM, any cloudAzure, AWS, GCP, or BYO | 15+ via cloud routing | ✗GPT-series only | AWS-hosted only | GCP-native | ✓Multi-LLM |
BYO model (client's own) | ✓Yes | ✗No | ✗No | Custom containers | Custom containers | ✓Yes |
Model directory with benchmarks | ✓124+ cataloguedQuality, cost, safety, throughput | 15+ connected | ✗GPT only | Bedrock Model Garden | ✓200+ Model Garden | Several models |
Fine-tuning and optimisation | ✓Offered directly | ✗Not a service | ✗No | ✓Yes | ✓Yes | ✓Core product |
Dedicated / managed cloud | ✓Yes | ✓Yes | ✓Yes | ✓Yes | ✓Yes | ✓Yes |
Private cloud (client environment) | ✓Yes | Single-tenant SaaS | ✗Cloud only | ✓Yes | ✓Yes | ✓Yes |
Full on-premise (data centre) | ✓Yes | Limited (Dell only) | ✗Cloud only | ✗AWS only | ✗GCP only | ✓Self-managed |
Air-gap / offline | ✓Yes | ✗No | ✗No | ✗No | ✗No | ✓Yes |
Multi-cloud (Azure + AWS + GCP) | ✓Yes | ✗No | ✗No | ✗AWS-native | ✗GCP-native | ✓Yes |
ISO 27001 | ✓Certified | ✓Certified | ✓Certified | ✓Certified | ✓Certified | ✓Certified |
SOC 2 Type II | ✓Certified | ✓Certified | ✓Certified | ✓Certified | ✓Certified | ✓Certified |
GDPR | ✓Compliant | ✓Compliant | ✓Compliant | ✓Compliant | ✓Compliant | ✓Compliant |
IRAP (Australian Government) | Certified | ✗Not certified | ✗Copilot not certified | ✗Not certified | ✗Not certified | ✗Not certified |
ASD Essential 8 | Certified | ✗No | Via MS security stack | ✗No | ✗No | ✗No |
Data never used for training | ✓Guaranteed | ✓Yes | ✓Yes | ✓Yes | Configurable | ✓Yes |
Total connectors | ✓100+ | ✓100+ | ✓70+ agents | ✓AWS + MCP-native | ✓100+ via Apigee | SQL, cloud, Salesforce |
Microsoft ecosystem | ✓Yes | ✓Yes | ✓Native | ✓Yes | Via connectors | ✓Yes |
Google Workspace | ✓Yes | ✓Yes | ✗No | ✓Yes | ✓Native | ✓Yes |
MCP support | ✓MCP-as-a-Service | ✓Yes | ✓Yes | ✓Native | ✓Yes | ✗No |
Quality metrics (groundedness, relevance, fluency) | ✓All 4 metrics | Admin dashboards | Copilot Dashboard | Preview only | ✓Tracing + eval | ✓Core ML product |
Built-in sentiment analysis | Only Synoptix | ✗No | ✗No | ✗No | ✗No | ✗No |
Token usage and cost tracking | ✓Yes | ✗No | ✓Yes | ✓Yes | ✓Yes | ✓Yes |
Model comparison / A/B testing | ✓Yes | Model Hub | ✗No | ✓Yes | ✓Yes | ✓Yes |
Prompt Library | Built-in | ✗No | ✗No | ✗No | ✗No | ✗No |
Mobile app (frontline workers) | In developmentPhoto capture to vector store | ✗No | Mobile M365 only | ✗No | ✗No | ✗No |
AI consulting and POC services | Offered directly | ✗No | ✗No | ✗No | ✗No | ✗No |
Gen AI Bootcamp | Offered directly | ✗No | Microsoft Learn | ✗No | Skillboost | ✗No |
Pricing model | ✓FlexibleConsumption, per-user, or custom | Enterprise contract only | $30/user/mo + M365 | Pay-as-you-go | Pay-as-you-go | ✗Expensive annual |
Free trial | ✓30-day free trial | ✗No | Free Chat tier | Limited free tier | $300 GCP credit | Trial experience |
Prerequisite licensing required | ✓None required | ✗Enterprise contract | ✗M365 E3 or E5 | ✗AWS account | ✗GCP account | ✗Annual licence |