How VoxeNova compares
Notetakers capture words. Suites bundle summaries. VoxeNova facilitates the ceremony, extracts the artefacts, draws the architecture, and remembers it over time — then writes it back to Jira and Confluence.
// Capability matrix · current as of Jun 2026 · suite features reflect latest GA releases
| This is usVoxeNovaProject intelligence | Read AIDirect competitor | Spinach.ioAI scrum master | Otter / FirefliesNotetakers | GranolaAI notepad | Zoom AI Co. 3.0Platform · suite | MS Teams / GoogleNative suite AI | AtlassianRovo+Loom · suite | |
|---|---|---|---|---|---|---|---|---|
| Live facilitation | ||||||||
| Active AI facilitation of the meetingGuides the conversation in real time, not just listens | ✓ | – | ~ | – | – | ~ | ~ | ~ |
| Structured engineering ceremoniesProduct Discovery, Architecture Review, Sprint Planning | ✓ | – | Agile only | – | – | – | – | Brainstorm agent |
| Live technical diagram generationMermaid · sequence · C4 · draw.io, drawn as you talk | ✓ | – | – | – | – | – | – | – |
| Artefacts & output | ||||||||
| Seven-artefact taxonomyRequirements · decisions · risks · assumptions · constraints · actions · backlog | ✓ | Notes + actions | Summaries | Notes + actions | Notes | Summaries | Summaries | Notes + actions |
| Push to Jira & ConfluenceArtefacts written back as work items / pages | ✓ | ~ | ✓ | ~ | – | ~ | ~ | Native |
| Citation-grade source linkingEvery artefact traces back to who said it, when | ✓ | ✓ | ~ | ~ | ~ | ~ | ~ | ~ |
| Continuous intelligence | ||||||||
| Unifies meeting + Slack signalOne layer across synchronous and async work | ✓ | ✓ | ~ | – | – | ~ | ~ | ✓ |
| Temporal knowledge graphBi-temporal — tracks how decisions evolve & contradict | ✓ | Graph, not temporal | – | – | – | – | – | Teamwork Graph |
| Contradiction / drift detectionFlags when a new decision conflicts with an old one | ✓ | – | – | – | – | – | – | – |
| Trust & compliance | ||||||||
| Attribution-first by designNotes attributed to speakers, never to a "proxy attendee" | ✓ | ~ | ~ | – | ✓ | ~ | ✓ | ~ |
| Emotion analysis off by defaultCustomer-controlled, auto-disabled in the EU — aligned with EU AI Act Art. 5 | ✓ | Infers sentiment | ✓ | ~ | ✓ | ~ | ~ | ✓ |
| EU data residencyEU-hosted processing as a first-class option | ✓ | ~ | – | ~ | ~ | ✓ | ✓ | ✓ |
| Clean consent-litigation recordNo pending wiretap / BIPA suits | ✓ | ✓ | ✓ | Active suits | ✓ | ✓ | ✓ | ✓ |
| Architecture & commercials | ||||||||
| Dedicated single-tenant instanceEach customer on isolated infrastructure with chosen region | ✓ | – | – | – | – | ~ | ~ | ~ |
| Per-meeting pricing optionPay-as-you-go by meeting, not per user seat | ✓ | – | – | – | – | – | – | – |
| Focus & fit | ||||||||
| Built for scale-up engineering orgs20–200 engineers, CTO as buyer | ✓ | Horizontal | ✓ | Horizontal | Horizontal | Horizontal | Horizontal | ✓ |
No competitor combines ceremony facilitation, the seven-artefact taxonomy, live technical diagrams, and a temporal graph. Read AI has the breadth but none of the engineering depth — and infers sentiment, where we keep that analysis off by default.
Zoom and Atlassian are both building toward conversation-to-artefact intelligence — Rovo + Loom write to Jira/Confluence; AI Companion 3.0 chases agentic workflows. VoxeNova already ships the engineering-ceremony and diagram depth those roadmaps lack.
Attribution-first, emotion analysis off by default, EU-resident, citation-grade. As the litigation wave and EU AI Act Article 5 turn compliance into a procurement filter, that architecture becomes a reason to buy.
Want the deep-dive?
Transcription that listens vs. an agent that facilitates.
Notes + actions vs. seven typed artefacts with citations.
Personal analytics graph vs. a project temporal graph.
Meeting management UI vs. live ceremony facilitation.
Suite summaries vs. engineering-ceremony depth.
Notes. Comparison reflects publicly available product capabilities and the latest GA releases as of June 2026 and is intended for positioning, not legal characterisation. "Active consent litigation" refers to pending, unproven allegations (In re Otter.AI; Cruz v. Fireflies) — no court has ruled these practices unlawful. Suite columns (Zoom AI Companion 3.0, Microsoft Teams Facilitator, Google Meet/Gemini, Atlassian Rovo+Loom) capture native first-party features only. Atlassian and Zoom are shown as ecosystem platforms given their strategic relevance. "~" denotes a generic or partial equivalent rather than a purpose-built capability.