Is QFLOO replacing a competitive analyst?

No. It speeds up capture and structure. Your team still decides strategy. We make the shared facts cheaper to produce.

Where do citations come from?

Every claim links to a source with a timestamp. If we can't cite it, we mark it unknown — never assumed.

Do you monitor everything on the internet?

No. We focus on the competitors you choose and track the signals that matter for your category.

How is QFLOO different from Klue, Crayon, or Kompyte?

Those are sales enablement tools priced for 50+ person orgs. QFLOO is AI-native, self-serve, and priced for the teams actually deciding the roadmap. Same intelligence, 10× cheaper, no human review loops.

Can I plug QFLOO into my own AI agents?

Yes. We ship an MCP server (works with Claude Desktop, Cursor, and any MCP client), a REST API, and Slack/email integrations. Your AI agents can query the canonical company graph directly.

What does enterprise include?

SSO, security review paths, custom signal collectors, dedicated CSM, and optional AI agents scoped in a statement of work. Never open-ended autopilot on production systems.

When do I get access?

You can start a free trial right now. Sign up, complete onboarding, and your competitive intelligence workspace is ready in minutes.

AI-native competitive intelligence

Your competitors are already moving.
See exactly where.

Monitor competitors continuously with claims tied to public sources—then a ranked plan for what to ship next.

Start free trial

See how it works

Every claim citedResults in minutes

qfloo · linear · height · cursor

Live

01 · Scan

02 · Rank

03 · Insight

04 · Action

CompetitorsRanking

★ You

Linear

Height

Cursor

Intel streamAI

Scanning…

Action plan · this sprint0/3

Add SAML SSO

High · Easy

Workflow automation

High · Med

Pricing transparency

Med · Easy

80+ signals· 12 familiesEvery claim cited · source linked

signal types tracked

signal families

AI analysis phases

0min

to first insight

Built for AI-era B2B teams

One cited picture of the category

QFLOO links claims to public sources and stacks them beside what you ship — so product, GTM, and leadership argue from the same facts, not memory.

Startups

Series A–C SaaS

Product-led GTM

B2B platforms

AI infra

Startups

Series A–C SaaS

Product-led GTM

B2B platforms

AI infra

Data sources

Cited claims

0 min

To first insight

Signal stack

12 families · 80+ signal types tracked continuously

11Pricing· Plans, prices, billing cadence, feature limits

6Changelogs· RSS feeds, release notes, version history

5Status· Statuspage, Instatus, incidents, SLA

9Hiring· Open roles, headcount, departments hiring

12Tech stack· Frameworks, analytics, billing, CDN

7Integrations· Partner pages, marketplace listings

6Customers· Logo walls, case studies, ICP signals

8Reviews· G2, Capterra, Trustpilot, app stores

7News & funding· Press, M&A, layoffs, funding rounds

6Social & content· Blog velocity, social presence, podcast hits

8Security· SSL, headers, DMARC, security.txt, SOC 2

5SEC + filings· 10-K, 10-Q, S-1, proxy statements

11Pricing· Plans, prices, billing cadence, feature limits

6Changelogs· RSS feeds, release notes, version history

5Status· Statuspage, Instatus, incidents, SLA

9Hiring· Open roles, headcount, departments hiring

12Tech stack· Frameworks, analytics, billing, CDN

7Integrations· Partner pages, marketplace listings

6Customers· Logo walls, case studies, ICP signals

8Reviews· G2, Capterra, Trustpilot, app stores

7News & funding· Press, M&A, layoffs, funding rounds

6Social & content· Blog velocity, social presence, podcast hits

8Security· SSL, headers, DMARC, security.txt, SOC 2

5SEC + filings· 10-K, 10-Q, S-1, proxy statements

What you get

Everything they ship. Everything they claim. Verified.

Not prettier dashboards — easier decisions: cited truth, ship vs. story, and a build order your team can actually run.

Cited intelligence

Monday standup: "Do they really have SOC 2?" Someone pastes a link. The debate ends.

Every competitor claim traced back to a source with a timestamp. If we can't cite it, it's marked unknown — never assumed.

Ship vs. story

Their homepage says "AI-native." Their changelog says "export to CSV." You notice both.

What competitors actually launched versus what they promise. Changelogs next to marketing pages — the gap tells the real story.

Action plan, not slides

Friday planning: not fifty bullets — five moves, ranked by impact and effort.

Prioritized gaps with effort and impact scores your team can execute this sprint. Not another PDF in a folder.

Capabilities

An AI-native intelligence platform — not another dashboard.

Eight things QFLOO does for you continuously, so your team stays focused on the work that needs human judgment.

80+ signal types across 12 families

Pricing, changelogs, status incidents, hiring, tech stack, integrations, reviews, social, SEC filings — every signal that moves a category.

Ask QFLOO — chat over your intel

Semantic search across every competitor page we've scraped. Cited answers in under 3 seconds.

MCP server for Claude, Cursor & co.

Pip install and your AI agents can query the canonical company graph. No glue code, no scraping inside your laptop.

Slack: alerts + slash command + @mentions

Competitor change lands in #competitors. /qfloo to ask anything. @qfloo for an instant battlecard.

Real-time alerts that mean something

Per-change-type filters: pricing drop, new tier, leadership hire, layoff, status incident, M&A. No noise.

Auto-generated battlecards

Win angles, talk tracks, weakness map per competitor — refreshed on every change.

PDF, CSV, JSON exports + REST API

Every report exports. Every signal exports. Drop intel into Notion, Linear, or your warehouse.

Three-phase AI analysis

Phase 0 snapshot (30s) → Phase 1 deep audit → Phase 2 gap matrix → Phase 3 strategic recommendations.

AI agents

Plug QFLOO into the AI tools your team already uses.

One canonical company graph. Three ways to query it: chat, MCP, or Slack. The intel comes to where the work happens.

Ask QFLOO

Chat

Semantic chat over every page we've scraped. Cited answers in seconds.

MCP server

MCP

pip install qfloo-mcp — your AI agents query the canonical graph directly.

Slack agent

Slack

/qfloo to ask in any channel. @qfloo drops a battlecard in-thread.

Deep-dive on AI agents

Claude

Perplexity

Slack

OpenAI

How it works

From your URL to a team-ready plan

Same workflow your team repeats every quarter — except the landscape updates continuously and every bold claim comes with a receipt.

See the full workflow

Set up your workspace

Enter your URL — we analyze your positioning, tech stack, and identify your competitors automatically.

We map the landscape

Deep analysis of competitor features, pricing, changelogs, case studies, and proof pages.

See where you stand

Trust score rankings, feature gap analysis, and cited comparisons — you see exactly where you lead and where you're behind.

Get your action plan

Prioritized moves with effort and impact ratings. Quick wins, strategic bets, and moat opportunities — ready to execute.

Signal stack

What we watch so you don't have to

Not the whole internet — just the signals that change how you position, price, and prioritize. Product page · What we track for you

Phase A1

Marketing and product surface

What they want prospects to believe: modules, limits, integrations, and the words they repeat.

Phase A2

Changelog and launches

Rhythm of shipping and what they celebrate. Useful when a feature is loud but adoption looks thin.

Phase B3

Case studies and reviews

Proof and objections from buyers, held next to the top-of-funnel story.

Phase C4

Funding and momentum

Timing signals that add context for narrative pressure — not a substitute for product truth.

Built for every seat at the table

One workspace. Four ways your team uses it every week.

QFLOO doesn't pretend to be the same product for everyone. Each role gets a tailored view of the same intelligence.

Founders

Get a Monday-morning briefing on what every competitor moved over the weekend.

See Founders workflow

Product

Roadmap reviews start with the gap matrix, not opinions.

See Product workflow

GTM & PMM

Battlecards refresh themselves. Launch copy ships against live competitor positioning.

See GTM & PMM workflow

Sales

Inline competitor objections + receipts inside Slack — never "let me get back to you."

See Sales workflow

The problem

Your roadmap meeting shouldn't sound like a book club.

Two snapshots: the loop you are stuck in, and the one QFLOO is built for.

Someone says "I'm pretty sure they ship that." The room nods. Nobody opens a tab. A few weeks later a launch email proves the room wrong. That loop is expensive — and QFLOO exists to break it.

Without receipts

What competitive meetings devolve into

Everyone remembers the competitor blog post — nobody agrees what actually shipped.
Changelogs and pricing move weekly; your deck is stale before it is presented.
Decisions default to whoever sounded confident last — not who had receipts.

With QFLOO

What the same meeting feels like

A living, cited map of the category next to what you ship — same URL, same timestamp.
Shorter debates: claims link to public pages your team can open in one click.
Clearer bets: gaps ranked by impact and effort so roadmap reviews end with owners.

Same room. Shared facts. Faster calls.

Ready when you are

See what changed. Know what to ship next.

Competitors move every week. QFLOO keeps a cited picture of the landscape next to your roadmap—so product and GTM stop recycling half-remembered stories.

Every insight tied to a public URL you can audit
Gaps ranked so roadmap reviews end with owners
Workspace live in minutes — 7-day trial, no card

Start free trial

7-day free trial · No credit card · Cancel anytime

Typical teams: first cited comparison in under an hour after onboarding.

Pricing

Simple, transparent pricing

Intelligence + LLM analysis have real unit cost. We still want every team to start small. INR prices exclude GST. Annual billing saves 20%.

Free

Try the full Phase-0 analysis on 3 competitors. Forever free.

Freeforever

No credit card required.

1 workspace, 3 competitors
Phase-0 snapshot (instant)
Weekly refresh
Email digest
Free domain audit + competitor finder

Start free

Growth

Most teams start here. Daily intel, Slack alerts, Ask QFLOO chat.

$59/month (excl. GST)

Includes 7-day free trial.

2 workspaces, 30 competitors
Phase 0–3 (strategic recommendations)
Daily refresh + hourly pricing alerts
Slack + email alerts
Ask QFLOO chat (semantic search)
5 seats

Start 7-day trial

Pro

API + MCP access for AI-native teams who want intel in their agents.

$149/month (excl. GST)