Systems Design14 min read
Rapto AI System Design: Inside Our Distributed Backend Architecture
A code-level teardown of Rapto's Node.js API gateway, Python FastAPI LLM pipeline, BullMQ workers, and polyglot persistence engine.
Sarah ChenRead guide
AI MEETING ACCOUNTABILITY
AI Meeting Accountability & Action Item Tracker70% of meeting promises are never kept. Rapto makes sure yours are.
Rapto listens to every meeting, remembers every spoken commitment, and follows up automatically across subsequent syncs — with bi-directional Linear, Jira, and Slack integration.
No credit card
5 free meetings/mo
Works with
Rapto automatically recognized that Thursday's update fulfilled Monday's commitment, and updated Ahmed's accountability score.
Works seamlessly with the tools you already use
THE PROBLEM, BY THE NUMBERS
The hidden cost of untracked
meeting commitments.
70% of meeting action items are never completed on time.0%
of meeting action items are never completed on time.
4.5 hrs/wk lost per manager chasing status updates that should be automatic.0.0 hrs/wk
lost per manager chasing status updates that should be automatic.
3× higher commitment fulfillment on teams with structured accountability.0×
higher commitment fulfillment on teams with structured accountability.
Source: aggregate industry research on meeting follow-through, 2025–2026
WHY RAPTO AI
Automated Meeting Accountability & Action Item Tracking for Engineering Teams
Most meeting notes gather dust. Rapto converts spoken commitments into autonomous follow-ups, verified deliverables, and measurable team accountability.
AI & Commitment Intelligence
Rapto's high-precision neural parser extracts every spoken commitment, owner, and deadline directly from live meeting transcripts with 99.4% accuracy.
RAPTO CORE
Spoken Promise.
Autonomous Follow-Up.
Verified Deliverable.
Autonomous Follow-Up.
Verified Deliverable.
> STATUS: RESOLVED
From Spoken Word to Done
Never let an agreement get lost. Rapto tracks every promise across every subsequent sync until it is marked fulfilled.
Multi-Stakeholder Sync
Connects engineering, product, and leadership with personalized commitment scores and zero friction.
RECORD
EXTRACT
ASSIGN
SYNC
RESOLVE
Zero Manual Handoffs
Instantly dispatches action items and status updates directly into Slack, Jira, Linear, and Notion without anyone taking notes.
Enterprise-Grade Intelligence
Botless recording, SOC-2 Type II certified privacy, zero model training on your audio, and sub-second LLM synthesis built for demanding enterprise infrastructure.
Workflow automation
How Rapto automates meeting
action items from promise to delivery.
Rapto coordinates commitments across every call, auto-assigns owners, scores follow-through, and nudges the right people — without a single manual update or tool-switch.
Full pipeline visibility
Track every commitment across every meeting, team-wide
Instant accountability scoring
Real-time fulfilment rates per person and per project
Proactive smart nudges
Catch drift before it becomes a missed deadline
Start for free
No credit card5 free meetings/mo
Meeting trigger
New action items detected
LiveWebhook
Source: Zoom / Meet / Teams
Owner: Auto-assigned
Status: Active
Decision layer
Priority & accountability routing
CommittedPendingOverdue
Follow-through confirmedSynced
Ahmed's Thursday update fulfilled Monday's commitment — score updated automatically.
Fulfilled ✓Score +12
Sync meeting commitments to Jira, Linear, Slack & Notion automatically
Rapto auto-joins your Zoom, Google Meet, and Teams calls and syncs every extracted action item directly into your existing project management and communication stack — no copy-paste, no manual handoffs.
Zoom
Auto-join Zoom calls, transcribe discussions, and extract action items automatically.
Slack
Broadcast meeting summaries, action items, and nudges directly to team channels.
Google Meet
Seamless integration with Google Meet for instant automated call capture.
Notion
Sync meeting decisions, specs, and task lists directly into your Notion workspace.
Jira
Log engineering commitments and bug fixes straight to your Jira sprints.
Microsoft Teams
Capture Teams calls and keep cross-functional stakeholders seamlessly aligned.
Linear
Create Linear issues directly from technical meeting discussions.
Outlook Calendar
Sync calendar invites, meeting follow-ups, and email digests automatically.
Google Calendar
Track meeting schedules and trigger automated post-call accountability pipelines.
Explore tools that connect your apps, streamline work, and keep teams in sync.
Explore all integrations in docs →COMPETITIVE ANALYSIS
The Fireflies, Otter & Fathom alternative built for engineering accountability.
Traditional tools only summarize what was said. Rapto tracks what was promised across meetings — with cross-meeting memory, bi-directional Jira/Linear sync, and flat squad pricing that doesn't penalize adding your whole team.
The Strategic Difference
Fireflies is built for sales pipeline reps. Rapto is built for engineering delivery.
| Capability | Rapto AI | Fireflies.ai |
|---|---|---|
| Cross-Meeting Commitment Memory | Autonomous tracking across sprints | Missing |
| Pricing Structure | Flat $39/mo squad rate (10 seats) | $18 – $39/seat/mo tax |
| Bi-directional Linear & Jira Sync | Full issue creation & status link | Basic CRM focus (Salesforce) |
| Accountability & Fulfilment Scoring | Per-person & per-project metrics | Missing |
| Botless Recording Option | Calendar & system audio capture | Requires bot in every call |
Want to see the side-by-side technical benchmarks and per-seat cost breakdowns?View all comparison hubs (Fireflies, Otter, Fathom, Granola) →
PREDICTABLE TEAM PRICING
Flat team rates.
Zero seat anxiety.
Rapto charges a flat monthly rate per team tier. Onboard all your engineers, designers, and PMs without per-seat line-item friction.
Free
For small teams testing core AI meeting extraction workflows and individual trial validation.
$0/ mo
Free forever • No CC required
Team CapacityUp to 3 members
Meetings Limit5 meetings / mo
Data Retention7-day retention
Key Capabilities
- Auto-joins Zoom, Google Meet & Microsoft Teams
- Core AI commitment & action item extraction
- Slack integration (single workspace channel)
- Google & Microsoft Calendar auto-detection
- Searchable transcript viewer (7-day history)
Starter
Optimized for early-stage startups and small engineering squads (3–10 members).
$0/ mo
Billed annually ($468/yr)
Team CapacityUp to 10 members
Meetings Limit40 meetings / mo
Data Retention90-day retention
Key Capabilities
- Everything in Free, plus:
- Bi-directional Jira, Linear, Notion & Slack sync
- Automated Slack DMs & Email commitment nudges
- Post-meeting AI email & digest generator
- Commitment completion rate tracking dashboard
- Priority Email Support (48-hour SLA)
Most Popular
Growth
Engineered for fast-growing product and engineering teams (10–25 members).
$0/ mo
Billed annually ($948/yr)
Team CapacityUp to 25 members
Meetings Limit120 meetings / mo
Data Retention1-year retention
Key Capabilities
- Everything in Starter, plus:
- Interactive team health & velocity trends
- Weekly Sunday manager summary digest
- GitHub & Asana bi-directional integration
- Standup, 1:1 & sprint review AI classification models
- Full CSV & JSON data export for internal reporting
- Priority Support (24-hour response via Email & Slack)
Business
Built for scaling organizations and multi-team engineering departments (25–60 members).
$0/ mo
Billed annually ($1908/yr)
Team CapacityUp to 60 members
Meetings Limit300 meetings / mo
Data RetentionUnlimited retention
Key Capabilities
- Everything in Growth, plus:
- Up to 5 distinct team workspaces under 1 billing account
- Full REST API access & Webhook subscriptions
- Detailed audit logs & compliance access tracking
- Custom AI commitment category tagging & prompt tuning
- Dedicated Slack support channel + quarterly QBR calls
Security & Scale
Enterprise Plan — Custom
Starting at $500/mo (Annual Only)
Designed for security-conscious, enterprise-scale organizations (60+ members).
Unlimited team members, meetings & workspaces
SAML 2.0, Okta, Azure AD & Google Workspace SSO + SCIM auto-provisioning
SOC 2 Type II compliance reports, custom GDPR DPA & HIPAA compliance options
Dedicated high-throughput processing pipeline & zero data retention for LLM training
99.9% Uptime SLA & 4-hour emergency response SLA
Dedicated Technical Account Manager (TAM) & custom onboarding
Contact Enterprise Sales
Custom billing • SOC 2 Reports • Dedicated TAM
The Per-Seat Tax vs Flat Squad Rates
Stop paying per-seat penalties just to keep your team aligned.
A real-world cost comparison for an engineering squad of 10 people over 12 months.
Legacy Note-Takers (Fireflies / Otter)Per-Seat Model
$180/ month
10 seats × $18/mo avg = $2,160 / year
- License gatekeeping forces managers to exclude engineers & designers
- Commitments stay trapped as unread text transcripts
- No cross-meeting resolution or accountability scoring
Total 1-Year Outlay: $2,160
Recommended
Rapto Starter SquadFlat Team Rate
$39/ month
Flat for up to 10 members = $468 / year
- Zero seat anxiety: entire 10-person squad gets full access
- Bi-directional issue sync into Linear, Jira, Slack & Notion
- Cross-meeting neural memory verifies promises automatically
Total 1-Year Outlay: $468Save $1,692 / yr
Save $1,692/year (78% cost reduction) plus ~18 squad hours saved every month.
Predictable SaaS accounting with no surprise overage charges or per-seat licensing creep.
Compare all features & capabilities.
A detailed breakdown of limits, integrations, governance, and support levels across every plan tier.
Enterprise Security & Compliance
Bank-grade privacy. Zero AI model training.
Zero Model Training
Your meeting audio and transcripts are never used to train foundation or commercial AI models.
Enterprise Verified
SOC-2 Type II Certified
Rigorously audited enterprise controls, continuous compliance monitoring, and annual third-party pen tests.
Enterprise Verified
AES-256 Encryption
Encrypted at rest with AES-256 and in transit with TLS 1.3. Multi-tenant isolation at the database layer.
Enterprise Verified
Custom Data Retention
Automated retention schedules from 7 days to indefinite with cryptographic permanent purge on demand.
Enterprise Verified
Frequently Asked Questions
Everything you need to know about AI accountability.
Clear answers about meeting memory, zero-training data privacy, native integrations, and flat squad rates.
Traditional meeting tools only transcribe and summarize audio into static text. Rapto focuses on execution after the call: it extracts concrete spoken commitments, assigns owners and deadlines, syncs tasks into Linear, Jira, and Slack, and autonomously verifies follow-through across subsequent meetings until each promise is fulfilled.
Have an enterprise security or custom deployment question?Talk to engineering
Engineering & Research
Inside our architecture & meeting intelligence.
Engineering Velocity10 min read
The Definitive Guide to AI Meeting Accountability
Why 70% of spoken meeting promises drift into backlog oblivion, and how engineering teams build automated follow-through systems.
Sarah ChenRead guide
AI Architecture12 min read
Cross-Meeting Memory Architecture: How Rapto Links Commitments Across Calls
How semantic vector similarity, sliding-window chunking, and deterministic state machines connect Monday commitments to Thursday delivery.
Alex VanceRead guide
Ready to keep every meeting promise?
Onboard your entire team in under 5 minutes. Flat team rates, zero per-seat anxiety.
No credit card required · 5 free meetings/mo · Works with Zoom, Meet & Teams