Needle
Proactive AI revenue agent that lives in Slack and Microsoft Teams, identifying leads, mapping buying committees, running outreach, and updating your CRM.
Needle is the pick when your revenue motion actually runs through Slack or Microsoft Teams and you want an agent doing the work — qualifying, researching, drafting, updating CRM — rather than another dashboard to check. The one-plan structure at $69/agent/mo with 20,000 Tier 1 credits and $199/agent/mo with 20,000 credits on the Pro tier, plus bring-your-own-LLM-keys that consume zero credits, is unusually flexible for cost-conscious teams. The tradeoff: it is an execution layer, not an analytics platform, so teams wanting call scoring and forecast depth should look at Gong first. Read the credit model carefully before you commit.
Verified 7d ago · liveness 78/100 · cite: rightaichoice.com/tools/needle
- B2B revenue teams that run pipeline work inside Slack or Microsoft Teams
- SDR and AE teams where first-touch outreach and account research eat the week
- RevOps leaders who want CRM updates and stalled-deal flags to happen automatically from chat
- Organizations with existing LLM provider contracts that want to route agent calls through their own keys
- Teams whose revenue motion lives in email and CRM while chat is only internal chatter
- Companies wanting call recording, conversation scoring and forecast accuracy first (look at Gong)
- Very small revenue teams with low conversation volume that won't generate enough signal for proactive alerts
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Skip Needle if you need call recording, conversation scoring and forecast accuracy as your first purchase, or if your pipeline work never happens in Slack or Teams.
Going past 20,000 Tier 1 credits means buying 10k-credit top-up packs, which adds up quickly on high-volume outreach months.
Needle Pro lists at $69/agent/mo billed yearly with 20,000 Tier 1 credits, which undercuts seat-based sales engagement suites for small teams but scales with credit burn rather than headcount. Routing calls through your own LLM keys consumes zero credits, which materially changes the economics at high volume. Enterprise pricing with dedicated deployment and SLAs is custom.
In short
Needle — Proactive AI revenue agent that lives in Slack and Microsoft Teams, identifying leads, mapping buying committees, running outreach, and updating your CRM. Best for B2B revenue teams that run pipeline work inside Slack or Microsoft Teams, SDR and AE teams where first-touch outreach and account research eat the week, RevOps leaders who want CRM updates and stalled-deal flags to happen automatically from chat. Free to start; paid plans from $69/mo.
What's new in Needle
Checked 7 days agoAcross the latest 2 updates: 1 feature update and 1 launch.
Webhooks v1.1.0
You can now receive outbound events at your own URL — up to 5 webhooks per organization, signed per Standard Webhooks, with retries at 10 minutes and 1 hour.
Agent-native Outbound Engine v1.0.0
An outbound engine for agents to run multi-channel LinkedIn and Instagram campaigns via the REST API at /api/v1 and the MCP server at /mcp/v1, with per-account cadence and suppressions.
What people actually say about Needle — 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.
80 mentions across 7 sources (Reddit, Hacker News, YouTube, Product Hunt, Stack Overflow, GitHub, Lemmy) · researched Aug 7, 2026.
Average across the 7 sources that answered — each source counts once, not each post.
- +Proactive alerts reduce manual CRM churn by auto-logging activities.
- +Surfaces deal risks and cross-sell chances without manual triggers.
- +Lives inside Slack/Teams instead of adding another dashboard.
- +Learns from team feedback to refine suggestions over time.
- +Works natively with major CRM and support tools like Salesforce, HubSpot, Zendesk.
- −No verified community reviews or case studies to judge effectiveness.
- −Risk of false positives causing alert fatigue and lost trust.
- −Requires deep integration quality across multiple tools to work well.
- −Potential privacy concerns from AI reading all Slack/Teams conversations.
- −Learning curve for tuning playbooks and thresholds per company.
- • Potential per-seat or per-integration add-ons
- • Setup and onboarding consulting fees maybe
- • Overage charges for high message volume
Viability Score
How well maintained and how widely used is Needle? 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: October 2026
How we score →Key Features
- Proactive Slack and Microsoft Teams agent that identifies and qualifies ICP-fit leads without manual list building
- Buying committee mapping across champion, economic buyer and security stakeholders
- Personalized multi-touch outreach sequences across LinkedIn and Gmail in your voice
- Multi-channel outbound campaigns over LinkedIn and Instagram with per-account cadence and suppressions
- Deal risk alerts when a champion goes quiet, with a drafted re-engagement nudge
- CRM updates, stalled-deal flagging and next-step drafting from inside Slack
- Mirrored permissions: the agent can do what you can do, and nothing you cannot
- Cost-aware model routing across Claude, GPT, Gemini, DeepSeek, Qwen, Kimi and Grok
- Bring your own LLM keys so routed calls consume zero credits
- Agent workspace with persistent memory and reusable skills
- Own computer for complex tasks with access to files, spreadsheets, PDFs and decks
- REST API at /api/v1 with OpenAPI spec and MCP server at /mcp/v1
- Webhooks delivering every campaign event to your own URL, signed per Standard Webhooks
- 3000+ integrations with CRM, email, calendar, docs and calling tools
- SOC 2 Type II, ISO 27001, GDPR and CCPA compliant with a stated no-training-on-your-data policy
About Needle
Needle is a proactive AI agent for B2B revenue teams that works inside Slack and Microsoft Teams. You message it like a teammate: it continuously identifies and qualifies ICP-fit accounts and buyers, maps buying committees across champion, economic buyer and security stakeholders, researches prospects using LinkedIn, Gmail and your CRM, and runs personalized multi-touch outreach in your voice across LinkedIn and Gmail. Rather than waiting for a dashboard, it pushes signals first — for example, flagging that your champion has gone quiet for nine days and drafting a re-engagement nudge. It also brings its own outbound engine: the docs describe Needle as an outbound engine where you keep a list of leads, connect LinkedIn and Instagram accounts, and enroll people in campaigns, with the same work available in the dashboard, over the REST API under /api/v1, and as MCP tools under /mcp/v1. It's built for GTM organizations whose work already happens in chat. The agent mirrors your permissions — it can do what you can do, and nothing you cannot. It connects to HubSpot, Salesforce, Pipedrive, Attio, Gong, Gmail, Outlook, Calendar, Zoom, LinkedIn and more, with 3000+ integrations claimed on the homepage. It runs on a model mix rather than a single vendor: the pricing page lists Claude Fable 5, Claude Sonnet 5, Opus 5, GPT-5.6 Sol/Terra/Luna (standard and Pro variants), Gemini 3.1 Pro, Gemini 3.7 Flash and 3.5 Flash, DeepSeek V4 Pro, Qwen 3.7 Max, Kimi K3 and Grok 4.6/4.5, with cost-aware routing of cheap work to efficient models. Notable mechanics: it has its own computer with access to files, spreadsheets and decks for complex tasks; it learns how you work through a memory and skills workspace; and it is proactive by design. Security is positioned around existing access: SOC 2 Type II, ISO 27001, GDPR and CCPA compliant, with explicit, reviewable connections and a stated commitment never to train any model on your data.
Behind the Verdict
Needle's core bet is that revenue work already happens in chat, so the agent should live there too. That shows up concretely in the product: the homepage shows an agent posting to a #qualified-leads channel that found 18 ICP-fit leads in a week, explaining why Sarah Chen at Acme matches 4 of 5 ICP criteria, and then mapping Acme's buying committee across a likely champion, economic buyer and security stakeholder — all without a manual list build. The #outreach example shows a five-touch personalized sequence launched across LinkedIn and Gmail in the user's voice, with the agent handling an implementation-time objection and then preparing a follow-up because the champion went quiet. That is a different shape from call-recording incumbents like Gong, which analyze conversations after they happen. Needle acts on pipeline motion. Strengths. First, the permission model. Needle's agent inherits your permissions rather than requiring an admin to pre-configure a service account — the homepage states it plainly: it can do what you can do, and cannot do what you cannot do. That removes one of the biggest friction points in deploying an agent against a CRM. Second, model flexibility is real, not marketing: the pricing page lists 16 named models across Anthropic, OpenAI, Google, DeepSeek, Qwen, Moonshot and xAI, and states that routing LLM calls through your own keys consumes zero credits. Third, the outbound surface is deeper than the chat demo suggests — the documentation describes Needle as an outbound engine with leads, campaigns, enrollments, connected LinkedIn and Instagram accounts, suppressions, events and webhooks, available via REST API at /api/v1 and as MCP tools at /mcp/v1. Two changelog entries confirm this is actively shipping: Agent-native Outbound Engine v1.0.0 in August 2026 and Webhooks v1.1.0 in September 2026. Weaknesses and where it doesn't fit. Needle is an execution layer. There is no conversation intelligence, no call scoring, no forecast accuracy model — buyers who need those should start with Gong. Value also depends on volume: a proactive agent that flags stalling deals needs enough deals to have something to flag, so very small revenue teams with low conversation volume will see less value. The credit model needs attention before you sign: the Pro plan starts at $69/agent/mo with 20,000 credits (Tier 1), and beyond that you top up in 10k-credit increments. If your team runs heavy outreach volume, model the credit burn against your own keys, which is the cheaper path at scale. Seats are billed yearly on the Pro plan, so the entry cost is an annual commitment, not a monthly one. Deployments needing region choice, SLAs or a large agent fleet go through enterprise sales. Where it fits. Best for SDR and AE teams at B2B companies where Slack or Teams is the operating system for pipeline work, and for organizations with existing LLM provider contracts that want to route agent calls through their own keys. RevOps leaders who want CRM
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Real-world workflow fit
Concrete scenarios for the personas Needle actually fits — and what changes day-one when you adopt it.
The agent watches #qualified-leads in Slack, surfaces 18 ICP-fit accounts in a week, and explains why Sarah Chen at Acme matches 4 of 5 criteria before the SDR has to ask.
Outcome: The SDR starts the week with a researched target list instead of building one, and replies in-thread to accept or reject each lead.
The agent notices no reply from the champion in nine days and posts in #deals offering to re-engage with a tailored nudge built from the account's recent hiring activity.
Outcome: The AE approves the nudge in one click and the stalled deal gets a follow-up the same day instead of slipping another week.
The team routes LLM calls through its own provider keys, tops up credits in 10k increments when a project spikes, and connects webhooks to push campaign events into internal reporting.
Outcome: Model spend stays inside existing provider contracts and campaign activity flows into the systems the business already reports on.
Use Cases
- Monitor key Slack channels to catch 'budget approved' signals and alert the assigned rep.
- Identify unhappy customers from support chats and trigger a retention playbook.
- Automatically log follow-ups and objections from Microsoft Teams to your CRM.
- Surface cross-sell opportunities when a customer mentions a complementary product.
- Get a weekly report of all revenue signals detected across your chat tools.
- Run a five-touch personalized outreach sequence across LinkedIn and Gmail for a qualified target list.
- Map a target account's buying committee across champion, economic buyer and security stakeholder before first contact.
- Push campaign events into your own systems via webhooks for reporting and downstream automation.
Models Under the Hood
as of 2026-09-22
Limitations
- Pricing is credit-based: the Needle Pro plan starts at $69/agent/mo with 20,000 credits (Tier 1), and you top up in 10k-credit increments beyond that.
- Seats on Pro are billed yearly and added anytime, so the entry commitment is annual rather than monthly.
- Large deployments and custom requirements (region choice, SLAs, large agent fleets) go through enterprise sales.
- Needle's proactive value depends on the team operating in Slack or Microsoft Teams — if pipeline work happens in email and CRM, the agent has less to observe.
- Very small teams with low conversation volume will generate fewer signals.
- The agent reads from your CRM and connected tools, so messy fields and stale connections degrade output.
as of 2026-10-01
Verification history
We have re-verified Needle 7 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-checked, vendor evidence unchanged
- — re-checked, vendor evidence unchanged
- — 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 7 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 Needle tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Free Trial
$0 for 1 week
Ideal for
A team that wants to see the agent find and qualify real leads in its own Slack workspace before committing budget.
What this tier adds
Free entry point: full product access for one week with every frontier model included and no credit card required.
Needle Pro
$69/agent/mo billed yearly
Ideal for
An SDR or AE team of one to a handful of agents running continuous lead qualification and multi-touch outreach in Slack.
What this tier adds
Adds paid, ongoing agent access at $69/agent/mo billed yearly with 20,000 Tier 1 credits, all models and features, credit top-ups in 10k increments and bring-your-own-key routing.
Enterprise
Custom
Ideal for
Organizations that need region choice, dedicated deployment, a large fleet of agents, or negotiated SLAs and custom requirements.
What this tier adds
Adds dedicated deployment, your choice of region, support for a large number of agents, and custom requirements and SLAs through sales.
Where the pricing makes sense
The company stage and team size where Needle's pricing actually pencils out — and where peers do it cheaper.
Needle Pro lists at $69/agent/mo billed yearly with 20,000 Tier 1 credits, which undercuts seat-based sales engagement suites for small teams but scales with credit burn rather than headcount. Routing calls through your own LLM keys consumes zero credits, which materially changes the economics at high volume. Enterprise pricing with dedicated deployment and SLAs is custom.
Setup time & first value
How long it actually takes to get something useful out of Needle — broken out by persona, not the marketing-page minute.
Needle's pricing page states you can get a Needle agent live in 15 minutes, connected to your CRM. Realistically, first value lands faster for a single SDR already working in Slack, and slower for a RevOps rollout that also needs permission mapping, connected LinkedIn and Gmail senders, and CRM field cleanup. The optional white-glove onboarding package adds a forward-deployed engineer with an
Switching to or from Needle
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From manual list building in spreadsheets: import leads into Needle, connect LinkedIn and Gmail senders, and enroll the list in a campaign.
- →From a seat-based sales engagement tool: map your sequences to Needle campaigns and let the agent inherit permissions rather than configuring a service account.
- →From a CRM-only workflow: connect HubSpot, Salesforce, Pipedrive or Attio and let the agent read and update records from Slack.
- →From an internal prompting setup: point agent calls at /mcp/v1 with the same API key used for the REST API.
- ↗To Gong: export campaign and lead data over the REST API if you need call recording and forecast accuracy as the primary system.
- ↗To a dashboard-first sales engagement suite: pull leads, campaigns, enrollments and events out via /api/v1 before sunsetting the agent.
- ↗To in-house tooling: use the OpenAPI spec at /api/v1/openapi to generate a client and continue the same outbound work elsewhere.
- ↗To your own reporting stack: keep webhooks pointed at your URL during transition so historical campaign events stay continuous.
Integrations
Resources & Guides
Tutorials & Learning
YouTube returned 6 videos for “Needle”, and we withheld 6: 6 could not be judged, because “Needle” is a single word that other videos use for other things. We are showing none, because we could not prove any of them are about Needle.
Tools that pair well with Needle
Common stack mates teams adopt alongside Needle, with the specific reason each pairing earns its keep.
Persana AI
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Gong
Revenue AI OS that records and analyzes customer calls, emails and meetings, then drives forecasting, coaching and agentic follow-up.
Clari
Clari is an enterprise revenue orchestration platform that unifies pipeline, forecasting, and sales engagement for go-to-market teams.
Featured Head-to-Head Comparisons
Needle vs B Rokratt
Needle and Bürokratt serve entirely different audiences and use cases — one is a revenue-focused GTM agent for B2B teams, the other a free government services assistant for Estonian residents. Choose Needle if you need real-time deal alerts and CRM automation inside Slack/Teams; choose Bürokratt if you're an Estonian needing streamlined access to public e-services. They are not competitors.
Needle vs Truleo
Needle and Truleo serve entirely different buyers. Needle is for B2B revenue teams wanting a proactive Slack/Teams bot that flags deal risks and opportunities by analyzing CRM and support conversations. Truleo is for law enforcement, automating case leads from RMS, CAD, jail calls, and body cameras—it cuts report writing from 40 to 7 minutes. Choose based on your sector: GTM in B2B SaaS vs. police intelligence. No direct competition.
Needle vs Presto Voice
Needle and Presto Voice serve completely different verticals. Needle is a Slack/Teams agent for B2B GTM teams to catch revenue signals proactively, while Presto Voice is a drive-thru AI for QSR chains to automate orders and upsell. Choose Needle if you're a B2B SaaS GTM leader wanting deal intelligence in chat. Choose Presto Voice if you run a QSR chain looking to boost drive-thru revenue via voice AI.
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Persana AI
Persana AI runs AI sales prospecting agents over 100+ data sources and 75+ live intent signals, with enrichment and outreach in one subscription.
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