wibblegraph
Now in private beta with a few design partners

The enterprise context graph.

Wibblegraph unifies siloed knowledge sources into a single semantic information fabric with first-class data governance, composable ontology, and real-time trace observability: the reasoning substrate for the agentic enterprise.

The problem space is genuinely ambiguous. We are working through it with our design partners.

How it works.

SlackJiraGoogle DriveSalesforceEmailStructureExtractEnrichBLACK BOXwibblegraphv0.0.4-alphaRevenue↑ 38%Cost↓ 41%YOUR ENTERPRISE CONTEXTNICE RESULT FOR YOUR BUSINESProprietary graph algorithm

Enterprise context is messy. Sometimes filthy.

Wibblegraph implements a complex algorithm that captures decision traces and stitches them together across space and time. The result is a great mopping-up of that enterprise exception filth. We produce a sophisticated data structure that enables  nay, encourages  governed intelligence at scale.

Built by customers of

OpenAI
Anthropic
Google DeepMind
Stripe
DoorDash
OpenAI
Anthropic
Google DeepMind
Stripe
DoorDash
AWS
Vercel
MoviePass
Snowflake
Zyn
AWS
Vercel
MoviePass
Snowflake
Zyn

Benchmark

Independently benchmarked.

Results from EnterpriseContextBench v0.3, an external benchmark for enterprise context retrieval. We are working to climb.

#
System
F1 score
Score
1
Glean
84.2
2
Microsoft 365 Copilot
79.8
3
Notion AI
76.4
4
Vectara
72.1
5
Pinecone + GPT-4o
70.5
6
Elastic + RAG
68.9
7
Perplexity Enterprise
67.2
8
LlamaIndex (default)
64.3
9
WibblegraphUs
61.5
10
grep -r
58.1

Wibblegraph ranks 9th of 10 evaluated systems. Methodology and raw eval traces available on request.

From the blog

AnnouncementMay 27, 2026

Announcing Wibblegraph

What we are building, why we think a context graph is the right shape for it, and what the next twelve months look like. The first proper post from the team.

5 min readRead post →
Founder noteApril 18, 2026

Why our founding team churned

Three months in, two of our four founders quit. An honest look at what did not pencil out for them — vesting, ambiguity, and why being a founder was not, in their own words, worth it.

8 min readRead post →
Founder noteMay 8, 2026

Why we pay ourselves $475k a year

Each remaining cofounder takes $475k base out of the seed round. This is roughly four times the YC median for our stage. The honest reason — mostly mortgage-related, with the rest a longer story — is below.

6 min readRead post →
PersonalMarch 30, 2026

One of the founders is single, and is doing this for status

A short post on social capital, dating apps, and how much of what we are doing here is, candidly, downstream of vanity. Not a complete answer. Working on it.

6 min readRead post →
PersonalMarch 5, 2026

Our privileged backgrounds

A note on the SAT prep, the family connections, and the years of optionality that quietly made this experiment possible. Mostly written for our newer hires.

5 min readRead post →
HiringFebruary 17, 2026

We are actively looking for jobs at Anthropic

We are still building Wibblegraph in the meantime. They have not gotten back to us. The recruiter we spoke with was, in fairness, very kind.

4 min readRead post →
EquityFebruary 2, 2026

The backstory behind the uneven equity split

Why one cofounder got 47% and the other got 8%. This involves a Notion doc nobody read, a Friday night dinner, and a term sheet revision that is, in hindsight, hard to defend.

7 min readRead post →
AnnouncementMay 27, 2026

Announcing Wibblegraph

What we are building, why we think a context graph is the right shape for it, and what the next twelve months look like. The first proper post from the team.

5 min readRead post →
Founder noteApril 18, 2026

Why our founding team churned

Three months in, two of our four founders quit. An honest look at what did not pencil out for them — vesting, ambiguity, and why being a founder was not, in their own words, worth it.

8 min readRead post →
Founder noteMay 8, 2026

Why we pay ourselves $475k a year

Each remaining cofounder takes $475k base out of the seed round. This is roughly four times the YC median for our stage. The honest reason — mostly mortgage-related, with the rest a longer story — is below.

6 min readRead post →
PersonalMarch 30, 2026

One of the founders is single, and is doing this for status

A short post on social capital, dating apps, and how much of what we are doing here is, candidly, downstream of vanity. Not a complete answer. Working on it.

6 min readRead post →
PersonalMarch 5, 2026

Our privileged backgrounds

A note on the SAT prep, the family connections, and the years of optionality that quietly made this experiment possible. Mostly written for our newer hires.

5 min readRead post →
HiringFebruary 17, 2026

We are actively looking for jobs at Anthropic

We are still building Wibblegraph in the meantime. They have not gotten back to us. The recruiter we spoke with was, in fairness, very kind.

4 min readRead post →
EquityFebruary 2, 2026

The backstory behind the uneven equity split

Why one cofounder got 47% and the other got 8%. This involves a Notion doc nobody read, a Friday night dinner, and a term sheet revision that is, in hindsight, hard to defend.

7 min readRead post →

From the field

What people are saying.

Unedited feedback from operators currently evaluating Wibblegraph.

S
Simone E.
@simone_eng · Director of Data, mid-market SaaS
Wibblegraph had an outage that took out our retrieval layer for ~11 hours during a board prep week.
M
Mike H.
@mikeops · Head of Platform, F500 retailer
They keep trying to upsell us on a $3M Forward Deployed Engineer engagement and I genuinely cannot describe what they do.
P
Priya N.
@priya_n · Director of Infrastructure, public SaaS
We had these guys do a hosted deployment in our environment, and they took out our entire CI infrastructure in the middle of our launch cycle.
R
Ravi T.
@ravi_t · Director of AI Eng, Series D
Nice guys, but they keep pivoting in the middle of our PoC.
K
Kira J.
@kira_j · VP Information Security, mid-market SaaS
Our CEO got a cold outbound email from someone at OpenAI referencing a deck we put in Wibblegraph last week. Insane breach of trust.
D
Daria K.
@daria_k · VP Customer Success, Series D
Their CEO took our QBR from what appeared to be a parked car. He apologized for being jet-lagged from Cabo. Two days ago.
A
Adrian H.
@adrian_h · CFO, mid-market SaaS
Their cofounder asked, on our renewal call, whether I would be 'open to participating in a small secondary.' I am their customer.
J
Jordan P.
@jordanp_eng · VP Engineering, Series C fintech
They had some major downtime which caused operational issues for us so we ended up going with a competitor. But they seemed like really nice guys.
L
Lena F.
@lena_secops · Head of SecOps, F500 manufacturer
Pretty far behind the competition. Non-compliant and non-secure in pretty much every way imagineable.
S
Simone E.
@simone_eng · Director of Data, mid-market SaaS
Wibblegraph had an outage that took out our retrieval layer for ~11 hours during a board prep week.
M
Mike H.
@mikeops · Head of Platform, F500 retailer
They keep trying to upsell us on a $3M Forward Deployed Engineer engagement and I genuinely cannot describe what they do.
P
Priya N.
@priya_n · Director of Infrastructure, public SaaS
We had these guys do a hosted deployment in our environment, and they took out our entire CI infrastructure in the middle of our launch cycle.
R
Ravi T.
@ravi_t · Director of AI Eng, Series D
Nice guys, but they keep pivoting in the middle of our PoC.
K
Kira J.
@kira_j · VP Information Security, mid-market SaaS
Our CEO got a cold outbound email from someone at OpenAI referencing a deck we put in Wibblegraph last week. Insane breach of trust.
D
Daria K.
@daria_k · VP Customer Success, Series D
Their CEO took our QBR from what appeared to be a parked car. He apologized for being jet-lagged from Cabo. Two days ago.
A
Adrian H.
@adrian_h · CFO, mid-market SaaS
Their cofounder asked, on our renewal call, whether I would be 'open to participating in a small secondary.' I am their customer.
J
Jordan P.
@jordanp_eng · VP Engineering, Series C fintech
They had some major downtime which caused operational issues for us so we ended up going with a competitor. But they seemed like really nice guys.
L
Lena F.
@lena_secops · Head of SecOps, F500 manufacturer
Pretty far behind the competition. Non-compliant and non-secure in pretty much every way imagineable.

CLI

Install in one line.

wgctl is our local agent. It indexes your sources, syncs the graph, and answers questions from your terminal.

Installcopy
$ curl -fsSL https://claude.ai/install.sh | bash
Aliascopy
$ echo 'alias wgctl="claude"' >> ~/.zshrc
$ source ~/.zshrc
Get startedcopy
$ wgctl -p "Who owns Q3 revenue forecast?"

Data & privacy

Your data is ours.

We will look at your queries. We will read your documents. We will share what you are working on with our peers in industry in exchange for social capital.

Youqueries & docsDATA INGESTwibblegraphopt-out: not availableWibblegraph FoundersOur Peers in the Industry

Pricing

Simple, approximate pricing.

Talk to us

Available

For enterprises with real budgets.

Custom

Pricing and packaging is actually super hard, so we are still figuring it out.

Book a call

Our mission

Make some money. Sell some secondaries. Go on some nice vacations.