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Fluint

Vendor: Fluint

Fluint is a revenue engineering platform that provides a context layer, private models, and managed AI sales assistants for revenue teams.

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linkedin email B2B sales teams closing complex enterprise deals Account-based sales organizations Sales representatives needing tailored buyer-specific documentation Revenue teams wanting AI agent attribution to closed-won revenue Organizations building private models on their GTM data #document-generation #sales-enablement #ai-content #account-based-sales #revenue-attribution #ai-agent-platform #private-llm #mcp-context-layer

Overview

Fluint provides a revenue-data context layer, private models and agent delivery through MCP for revenue teams. It connects revenue systems and conversations, serves cited context to AI agents and supports managed sales assistants with CRM writeback and rep workflows. Loop delivers judgment-enriched context via MCP, trains private models on closed-won data, and attributes every agent action to revenue. Mesa provides private LLM inference metered on API tokens with input/output counted separately. Managed Agent deploys in ~1 week, white-labeled, with pre-built plays for call prep, business cases, MEDDICC, champion mapping, and exec briefings. Call Notetaker joins Zoom, Google Meet, Microsoft Teams automatically via calendar, captures calls, structures into context layer, joins to deals, and feeds private model training with outcome labels.

Key Features

MCP context layer (Loop)

Serve enriched GTM context to compatible AI agents through MCP. Pre-materialized context served in a single call, trained on your revenue outcomes. Metered at $0.35 per call with included volume per tier; overage rates drop at higher tiers ($0.30 Growth, $0.24 Scale). Annual plans include MCP call rollover up to 2x monthly allotment.

Revenue attribution (Agent Attribution)

Link every agent and seller action to revenue outcomes. Trace tool calls, emails, prep work to closed-won deals with full audit trail. Works with any MCP-compatible agent (Claude, OpenAI, custom). Requires CRM (Salesforce/HubSpot) and one agent source; also ingests calls, emails, calendar.

Managed sales assistant (Managed Agent)

Deploy configurable white-labeled assistant for sales workflows, alerts and CRM autofill in ~1 week. Pre-built plays: call prep, business cases, MEDDICC fills, champion mapping, exec briefings. Deploys to Slack, email, browser. Priced at $79/user/month plus platform fee scaling with tier. Optional AI notetaker add-on $40/user/month.

Private models (Mesa)

Private organization-scoped LLM trained on GTM data. Metered on API tokens with input and output counted separately. Each tier includes monthly token bundle (e.g., 200M input + 25M output on entry tier). Overage billed per 1M tokens at tier rates ($0.90 in/$4.50 out entry, stepping down to $0.75 in/$3.75 out top tier).

Call Notetaker

Joins Zoom, Google Meet, Microsoft Teams automatically via calendar. Captures calls, structures into context layer, joins to deals, and feeds private model training with outcome labels. Turns calls into context and model-training data, not just transcripts. Feeds agents via MCP context layer.

Loop Console

Proactively surfaces statistically significant revenue patterns with composed visuals, narratives, confidence levels, and recommended next steps. Natural language follow-up and automated monitors. Zero dashboards to build; surfaces what matters daily.

Team View

Scores reps against custom predictors from your private model (multi-threading, champion engagement, compelling events). Compares to cohort and top quartile. Matches declining patterns to lost-deal cohorts for coaching priorities.

Pros & Strengths

  • ✓
    Accelerated Deal Closure: Provides tailored, buyer-specific documents that help sales teams close deals faster, with reported success on deals from $250K to over $1 million.
  • ✓
    Revenue-Attributed AI Actions: Every agent action traced to closed-won revenue with full audit trail, enabling true ROI measurement for AI investments.
  • ✓
    Private Model Compounding: Private models retrain on every deal outcome, continuously improving context quality and prediction accuracy specific to your business.
  • ✓
    Fast Managed Agent Deployment: White-labeled managed agent live in ~1 week with pre-built plays, no engineering maintenance required.
  • ✓
    MCP Call Rollover: Annual plans include MCP call rollover up to 2x monthly allotment, accommodating seasonal spikes without penalty.
  • ✓
    Seamless CRM Integration: Integrates directly with Salesforce and HubSpot, allowing users to leverage existing sales tools and workflows.

Cons & Tradeoffs

  • ⚠
    Initial Training Investment: May require time investment to train the AI on specific sales processes and company-specific content.
  • ⚠
    Limited Value for Smaller Deals: Some users may find the platform's features more beneficial for larger, more complex deals rather than smaller transactions.
  • ⚠
    Tier-Based Feature Access: Advanced features are primarily available in higher-tier plans, potentially limiting functionality for smaller teams.
  • ⚠
    Per-Call Metering Complexity: MCP call consumption model requires monitoring usage to avoid overage charges, though rollover mitigates this on annual plans.
  • ⚠
    Managed Agent Seat Minimum: Managed Business agents have a 10-seat minimum and separate platform fee.

Known Limitations

  • • Loop usage is metered by MCP calls after included volume.
  • • The managed Agent plan has a 10-seat minimum.
  • • Enterprise pricing is custom.
  • • Mesa private LLM usage metered on API tokens with separate input/output counting.
  • • AI notetaker is an optional $40/user/month add-on.

Pricing & Plans

Model: subscription
USD300 /month

Loop Starter $300/month billed annually (1,000 MCP calls included); Growth $900/month; Scale $2,500/month. MCP calls metered at $0.35/call with tiered overage discounts. Managed Agent $79/user/month plus platform fee scaling with tier (10-seat minimum). Optional AI notetaker $40/user/month. Mesa private LLM metered on API tokens (input/output separate) with included token bundles per tier. Annual billing saves ~18% and unlocks MCP call rollover up to 2x monthly allotment. Enterprise offers flat annual fee with unlimited usage. 14-day free trial, no card required.

✓ Free Plan ✓ Free Trial

Pricing verified: 2026-09-03

Editorial Info

Last Reviewed: 2026-09-03

Verified Sources & Research

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