Attrove AI
Conversation monitoring that catches quiet work before it slips—with cited proof.
Attrove is a sharp, honest tool for a real need: catching conversations that go quiet before they become fires. The free Starter tier makes evaluation frictionless, and the read-only, human-in-the-loop approach builds trust. For teams managing renewals, handoffs, or promises, it's worth a serious look.
Verified 3d ago · liveness 82/100 · cite: rightaichoice.com/tools/attrove-ai
- Customer-facing operators managing renewals, handoffs, and promises that go quiet
- AI product teams embedding conversation monitoring via MCP/SDK with per-user OAuth
- Small teams that need to stop dropping important conversations without adding a CRM
- Evaluating with real data risk-free via the free Starter tier
- Teams looking for a full CRM or project management replacement
- Organizations requiring on-premise deployment only
- Users wanting automatic message sending without human review
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Skip Attrove if you need a full CRM or project management tool, or if you expect automatic message sending without human review, or if you require on-premise deployment and enterprise compliance features without negotiating a custom plan.
The Starter plan pauses at 5 connected users and 500 AI queries per month, so if your team grows, you'll need to upgrade to Growth at $99/mo, which adds up.
Attrove's pricing is simple and transparent, metered only on connected users and AI queries, with all connectors and core features included. The free Starter tier is perfect for evaluating with real data, while Growth at $99/mo suits small product integrations or one scoped workflow. Compared to competitors that charge per connector or per signal, Attrove's all-inclusive approach can be more predictable. However, for larger teams needing SSO and audit logs, the Custom plan may be costlier than
In short
Attrove AI — Conversation monitoring that catches quiet work before it slips—with cited proof. Best for Customer-facing operators managing renewals, handoffs, and promises that go quiet, AI product teams embedding conversation monitoring via MCP/SDK with per-user OAuth, Small teams that need to stop dropping important conversations without adding a CRM. Free to start; paid plans from $99/mo.
What's new in Attrove AI
Checked yesterdayAcross the latest 3 updates: 3 feature updates.
Attrove Introduces Reviewable Outcome Watches for First Sync
Attrove now suggests 3-5 outcome-based watches after first sync, grounded in commitments, deadlines, or unanswered threads. Users can approve or dismiss.
Commitments Generally Available Across API, SDK, MCP, and Dashboard
Commitments GA: register promises with counterparty and horizon. Watched via API, SDK, MCP, and dashboard until resolved or escalated via email.
Goals Introduces Daily Catch Brief for Quiet Work
Goals now generates a Daily Catch Brief for outcomes that go quiet, alerting users to stalled items.
What people actually say about Attrove AI — is it worth it?
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
11 mentions across 2 sources (Product Hunt, Bluesky) · researched Jul 4, 2026.
- +Proactive monitoring catches dropped balls across email, chat, and meetings.
- +Daily briefs and rising topic tracking reduce morning context-switching overhead.
- +Goal-based alerts include cited evidence: sender, snippet, and direct link.
- +Natural language query works across all connected data sources seamlessly.
- +Read-only design with human-in-the-loop prevents accidental automated actions.
- −Alert prioritization and mute controls are unclear in practice.
- −No automated action execution — only suggests next steps.
- −Limited community feedback — only 10 product hunt reviews.
- −Comparison to Copilot/Gemini unanswered: differentiation still fuzzy.
- −No long-term user data: reliability at scale is unproven.
- • No hidden costs mentioned in community data, but per-user per-query pricing could be expensive at scale.
Viability Score
How well maintained and how widely used is Attrove AI? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: September 2026
How we score →Key Features
- Monitors email, chat, meetings, and calendar
- Alerts with cited evidence (sender, snippet, link)
- Goal-based tracking with health, evidence, owner, next action
- Daily Catch Brief for silent outcomes
- Commitments API for tracking promises and handoffs
- Reviewable outcome watches on first sync
- Chunk-level retrieval with reranking for semantic search
- MCP server for AI agents with machine-readable auth discovery
- TypeScript SDK and REST API
- Scoped OAuth for Gmail, Outlook, Slack, Google Calendar, Google Meet, Microsoft Teams
- Duplicate-safe meeting merge from transcript pushes
- Classifier separates bulk delivery from bot signals
- Durable OAuth connect sessions for end users
- SOC 2 Type I certified
- Read-only, human-in-the-loop: never sends messages on your behalf
About Attrove AI
Attrove is a conversation monitoring layer for teams and AI products that can't afford to drop renewals, handoffs, or customer promises. It continuously watches work across email, chat, meetings, and calendar, and when something goes quiet—like an ignored reply or a slipping commitment—it alerts the owner with cited evidence: sender, snippet, and link. Unlike search tools that only answer when you think to ask, Attrove monitors on an ongoing basis, catching what happens next. Behind every alert is a Goal: a watched outcome with health, evidence, owner, and next action. Recent updates have made these more proactive: first sync now generates 3-5 reviewable outcome watches (commitments, actions, deadlines) that you can accept or reject, and a new Daily Catch Brief (July 2026) surfaces silent outcomes each day. The Commitments API, now generally available (July 2026), tracks promises and handoffs with escalation built in. Attrove is in production at Miracles Asia (10+ admissions alerts a day) and Beamline (LIMS analyst context, live since March 2026). For developers, it offers a REST API, TypeScript SDK, and an MCP server, so coding agents can embed monitoring into your product in minutes, with per-user OAuth handled automatically. The design is read-only and human-in-the-loop: Attrove suggests next moves but never sends messages on your behalf. Pricing is transparent and simple—metered only on connected users and AI queries, with all connectors included and no surprise overages. A free Starter tier lets you evaluate with real data, and SOC 2 Type I certification adds trust. Attrove positions itself as a complement to, not a replacement for, your CRM or project management tools—it catches the quiet work that falls in between.
Behind the Verdict
Attrove knows exactly what it is: a monitor, not a messenger. That's its strength and its limit. If you've ever lost a follow-up because it fell between Slack and your CRM, this tool is built for that specific pain. It watches email, chat, meetings, and calendar, and when a reply goes quiet, it alerts the owner with proof—sender, snippet, link. That's it. No magic, just consistent vigilance. Where it shines is the 'proof' part. Alerts come with cited evidence, so you're not chasing a vague 'something slipped.' You see the exact thread, the exact moment it went quiet. That's a huge time-saver for customer-facing operators juggling renewals or handoffs. But it's not a CRM replacement, and it won't send follow-up messages for you. Attrove suggests; you decide. If you're looking for a tool that automates the reply, this isn't it. You'll still need a human to take action. That's by design—read-only and safe—but it means the tool's value depends on your team's follow-through. Compared to monitoring tools like Sentry (code errors) or Gainsight (churn risk), Attrove zeroes in on silent communication. Sentry tells you your code crashed; Attrove tells you a customer promise just went quiet. That's a different category, and if quiet work is your problem, it's the right one. The free Starter tier is generous—5 connected users and 500 AI queries a month, no card required. That's enough to test with real data. But watch the limits; if you exceed, usage pauses until you upgrade. Growth at $99/mo gets you 25 users and 5,000 queries, plus SMS/email/Slack alerts. For AI product teams, the MCP server and SDKs make embedding conversational monitoring quick—your coding agent can wire it in minutes, with per-user OAuth handled automatically. That's a real differentiator. But it means
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Real-world workflow fit
Concrete scenarios for the personas Attrove AI actually fits — and what changes day-one when you adopt it.
You have a high-value renewal coming up. You create a Goal to watch for replies from the client about the renewal proposal. Attrove monitors email and Slack, and after 6 days of silence, it alerts you with the last message snippet and a link to the thread, so you can follow up promptly.
Outcome: You catch a potentially stalled renewal, proactively reach out, and secure the renewal before it slips.
You use the MCP server and TypeScript SDK to embed Attrove into your product. Your coding agent sets up per-user OAuth, and your users connect Gmail and Slack. Your AI assistant can now answer 'What needs my attention this week?' with cited sources from the user's own communication streams.
Outcome: You ship a context-aware feature in minutes, giving your users a proactive assistant that surfaces action items without manual search.
You configure Attrove to watch patient onboarding conversations across email and chat. Whenever a follow-up from a patient goes unanswered for 5 days, you get an alert with evidence. The Daily Catch Brief lists all pending items each morning.
Outcome: Your team reduces missed admissions, improves response times, and has a daily brief to prioritize human follow-ups.
Use Cases
- Monitor customer onboarding conversations to ensure no follow-up goes unanswered.
- Track renewal-related Slack threads and email chains to catch slipping commitments.
- Get daily briefs of action items and deadlines from your team's meetings and messages.
- Alert product teams when internal handoff conversations go quiet for more than 5 days.
- Register a promise to a client and get notified if the expected reply never arrives.
- Search across all connected tools with natural language to find past decisions and context.
- Embed conversational monitoring into your AI product so it can answer context-aware questions.
- Receive a daily Catch Brief of outcomes waiting on someone else, promises waiting on you, and commitments already slipping.
Models Under the Hood
as of 2026-08-28
Limitations
- Attrove is a conversation monitoring layer that watches work across email, chat, meetings, and calendar, alerting owners with cited evidence when something goes quiet.
- It is read-only and human-in-the-loop, requiring a person to act on alerts.
- The Starter plan is free for up to 5 connected users and 500 AI queries per month, pausing at limits; Growth costs $99/mo for 25 users and 5,000 queries, with a grace window.
- Six live connectors are supported: Gmail, Outlook, Slack, Google Calendar, Google Meet, and Microsoft Teams.
- The Custom plan adds SSO, audit logs, and role-based access, which may be a barrier for larger enterprises.
as of 2026-08-24
Verification history
We have re-verified Attrove AI 8 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
Showing the 6 most recent of 8 verification passes.
Free to cite with attribution — this page re-verifies continuously.
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Plans compared
For each published Attrove AI tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Starter
$0/mo
Ideal for
Solo builders or small teams evaluating Attrove with real data, needing to test up to 5 connected users and 500 AI queries per month without a card.
What this tier adds
Free entry point with no card required; includes all live connectors and Goals, but pauses usage at limits.
Growth
$99/mo
Ideal for
Small product integrations or one scoped workflow in production, with up to 25 users and 5,000 queries, plus SMS/email/Slack alerts.
What this tier adds
Adds SMS, email, or Slack alert routes, cited evidence on every alert, and support, for $99/mo.
Custom
Custom
Ideal for
Enterprise or high-volume teams needing SSO, audit logs, role-based access, custom retention, and dedicated support.
What this tier adds
Adds enterprise features like SSO, audit logs, and concierge workflow scoping, with custom pricing.
Where the pricing makes sense
The company stage and team size where Attrove AI's pricing actually pencils out — and where peers do it cheaper.
Attrove's pricing is simple and transparent, metered only on connected users and AI queries, with all connectors and core features included. The free Starter tier is perfect for evaluating with real data, while Growth at $99/mo suits small product integrations or one scoped workflow. Compared to competitors that charge per connector or per signal, Attrove's all-inclusive approach can be more predictable. However, for larger teams needing SSO and audit logs, the Custom plan may be costlier than
Setup time & first value
How long it actually takes to get something useful out of Attrove AI — broken out by persona, not the marketing-page minute.
For operators, you can start with the free Starter tier and connect Gmail, Slack, and calendar in about 10 minutes. Attrove offers founder-led scoping to identify a missed workflow, so you can get your first alert within a day. For developers, the quickstart promises a 5-minute setup using the CLI + MCP, and SDK integration takes about the same time if you have a client_id and secret. The
Switching to or from Attrove AI
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From Email + Slack manual tracking: Attrove's Goals and Daily Catch Brief automate the monitoring you're doing manually, so you can stop relying on memory.
- →From a search-only tool like Google Search or Slack search: Attrove adds continuous monitoring, so you don't have to remember to ask; it alerts you when something goes quiet.
- →From a CRM that misses quiet work: Attrove complements your CRM by watching the handoffs and follow-ups that fall through the cracks, with cited evidence.
- ↗To a full CRM or project management tool: Attrove is not a replacement; you would keep your CRM/PM and add Attrove as a monitoring layer, so migration out means returning to manual tracking or choosing a more
- ↗To a competitor like Gong or Gainsight: If you need conversation intelligence or churn prediction, you might switch, but note that Attrove covers a broader set of communication sources and focuses on quiet work, not
Integrations
Resources & Guides
Tutorials & Learning
Official links
Tools that pair well with Attrove AI
Common stack mates teams adopt alongside Attrove AI, with the specific reason each pairing earns its keep.
Circleback
AI meeting notes, action items, automations, and search across every conversation
Plaud
Plaud is a hardware-first AI note-taker that turns conversations into structured summaries and action items.
Fireflies.ai
AI meeting notetaker and conversation intelligence for sales, recruiting, and enterprise teams
Featured Head-to-Head Comparisons
Attrove Ai vs Hi Marley
If you're a P&C insurer drowning in phone tag and claim cycle times, Hi Marley is the clear choice with its purpose-built SMS claims platform and proven ROI. For customer-facing operators or AI products that need to monitor conversations across email, chat, and meetings to catch slipping promises, Attrove AI's continuous monitoring and goal-based alerts are unmatched. These tools serve entirely different domains—choose based on whether your problem is insurance claims or general conversation oversight.
Attrove Ai vs B Rokratt
Bürokratt is the right choice if you are an Estonian resident or e-resident needing free, secure access to government e-services. Attrove AI is better for teams worldwide that need to monitor work conversations across email, chat, and meetings to prevent dropped balls. Choose based on your geography and use case: public services vs. workplace communication oversight.
Attrove Ai vs Chatlyn
Choose Chatlyn if you're in hospitality and need an all-in-one AI-driven guest communication platform with deep PMS integration and automated campaigns. Choose Attrove AI if you're any team that needs to monitor conversations across email, chat, and meetings to catch slipping promises before they become problems.
Alternatives to Attrove AI
View allCircleback
AI meeting notes, action items, automations, and search across every conversation
Plaud
Plaud is a hardware-first AI note-taker that turns conversations into structured summaries and action items.
Fireflies.ai
AI meeting notetaker and conversation intelligence for sales, recruiting, and enterprise teams
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