MERGED
00 · INTFeature · Research intelligence

Read the volume of evidence
no human can read alone.

Merged clusters, estimates, and retrieves across the customer evidence your stack already produces — sales calls, support tickets, product transcripts, contract data — and links every theme to the revenue it represents.

Open the app →Read manifesto →
01 · WHATWhat it is

Humans are brilliant strategists.
Terrible batch processors.

Your team can synthesize one customer call per hour. Your customers produce a hundred per week. The arithmetic doesn’t work — and tagging frameworks don’t fix it. Merged uses retrieval-grounded AI to do the batch processing humans can’t, while keeping every conclusion traceable to the source.

147 sources · 340k ARR

Theme cluster · Q3

LIVE
Faster onboarding37 sources
SSO required29 sources
Bulk export24 sources
Custom roles21 sources
Webhook docs14 sources
Other (longtail)22 sources
02 · INSIDEWhat's inside

The primitives.
Each one defensible.

We don’t ship features as bullet points. Each capability earns its place by replacing a tool, a script, or a meeting that exists in your stack today.

C·01

Cluster across everything

Sales calls, support tickets, Slack channels, product transcripts, contract data — all clustered into themes ranked by ARR represented.

C·02

Retrieval-grounded answers

Ask the system anything; every claim links back to source artifacts your team can audit. No hallucinated dashboards.

C·03

Revenue-weighted themes

Themes show how much pipeline and ARR they represent, not just how many people mentioned them. Volume isn't impact.

C·04

Estimation at scale

Estimate impact across thousands of inputs. The board prep stops being archaeology and starts being analysis.

C·05

Auto-categorization

Inbound feedback gets clustered as it arrives. Your weekly review starts at the right altitude.

C·06

Theme → contract link

When a theme moves the roadmap, you can show exactly which contracts it affects — and which renewals depend on it.

03 · FLOWFrom signal to decision

How it actually
moves through your team.

  1. 0101 · Ingest

    Pull from every source.

    Native connectors for Notion, Slack, Linear, Otter, Gong, support tools, contract systems. Continuous ingestion, not batch.

  2. 0202 · Cluster

    Themes emerge automatically.

    Inputs cluster into themes ranked by ARR represented and trend velocity. The dial shows what's actually moving.

  3. 0303 · Trace

    Every claim has a source.

    Click any theme; see every input that fed into it. Click any input; see exactly what was said and where.

  4. 0404 · Link to revenue

    Themes connect to contracts.

    When a theme drives a roadmap bet, you can show exactly which deals it influenced — including the ones at renewal.

  5. 0505 · Decide

    Roadmap decisions stop being theatre.

    Prioritization runs on themes ranked by impact. Decisions reference linked artifacts, not vibes.

04 · DIFFSide-by-side

Before Merged.
After Merged.

We measure ourselves by the work we delete. Every row below is a tool, a script, or a meeting that no longer needs to exist.

Dimension
Notion + Otter + tagging
Merged Intelligence
Theme synthesis
Quarterly archaeology project, owned by one PM.
▶Live clustering, ranked by ARR, ready every Monday.
Provenance
Tags as proxy for evidence.
▶Every claim links to its source artifact.
Revenue link
PM intuition + a finance pull request.
▶Themes show ARR and pipeline impact natively.
Hallucination risk
ChatGPT summarizing a doc.
▶Retrieval-grounded answers tied to source.
05 · FAQCommon questions

What buyers ask before signing.

Short, honest answers. The full answer lives inside the product.

01What models power this?
+
We use a portfolio of frontier models — choosing each for the task it's best at. Models are interchangeable; the retrieval layer is ours.
02Where is our evidence stored?
+
On Merged-managed Postgres with per-tenant isolation, encrypted at rest. We don't train on your data. Self-host on request.
03What if a model is wrong?
+
Every claim cites its source. Operators verify in one click. Wrong claims are easy to spot and easy to flag.
04Does this replace our research team?
+
No. It replaces the tagging spreadsheet they spend half their time maintaining. The team is freed to do actual research.
06 · OPENTry this surface

Stop tagging.
Start deciding.

Wire your evidence sources in fifteen minutes and watch your customer signal collapse into themes ranked by the revenue they represent — with provenance for every claim.
Open the app →Talk to us →