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Isik & Co.

We build and operate across technology, manufacturing and trade.

Isik & Co. is a general operating company. The public work is below. Other lines in manufacturing, consulting and trade are unlisted, or still getting off the ground.

Work

Public registry · Nonprofit

What AI Found

A curated registry of scientific and mathematical results that AI helped produce.

A press release and a peer-reviewed proof are not the same thing, and most AI coverage treats them as if they were. What AI Found grades every entry twice: once on how well the result has been verified, once on how much of it the AI did.

Keeping the two grades apart matters. A bold claim nobody has checked and a proven result the AI only assisted on are different things, and the grades say so. Every entry carries its sources: the original work, the announcement, the coverage and the challenges against it.

Public
Every entry, sourced
Free
No account required
whataifound.org(opens in a new tab)
  • Research registry
  • Dual grading
  • Evidence chains
confusionmatrixpro.com
The Confusion Matrix Pro calculator: an editable binary confusion matrix beside metric cards reporting accuracy and sensitivity with 95% confidence intervals.
(confusionmatrixpro.com, opens in a new tab)

Free tool · Runs in your browser

Confusion Matrix Pro

Turns raw classification results into every metric a binary or multiclass model produces.

Enter counts, paste raw probabilities or drop in a multiclass matrix. You get more than 20 metrics with confidence intervals, including accuracy, precision, sensitivity, specificity, F1, MCC and Cohen's kappa, alongside an interactive matrix and live ROC and precision-recall curves.

A threshold slider shows the trade-off as you move it, and baseline mode makes the difference explicit. It is built for the cases when the cutoff is the decision: medical screening, fraud, spam. Nothing you enter leaves the page.

20+
Metrics computed
3
Input modes
Free
No account required
confusionmatrixpro.com(opens in a new tab)
  • Client-side
  • ROC & PR curves
  • Lots of share options

Free tool · Shared with a link

Netgraf

Puts people on a canvas and draws the relationships between them, then shares the map as a link.

A dynasty, a boardroom or the cast of a show is hard to follow because of the ties, not the names. Netgraf makes each person a point and each relationship a line, colored by whether it is family, business, social or conflict, so the shape of the network is the first thing anyone sees.

A map can carry a tour, so it plays as a story instead of sitting still, and a timeline, so it thins out and refills as the years pass. Every relationship can carry the source it came from. Opening one takes a link and nothing else: no account, no install.

Unlimited
People per map
Free
No account required
netgraf.isik.co(opens in a new tab)
  • Tours
  • Timelines
  • Sourced relationships

How we operate

  • Scope

    We take one project at a time and finish it before starting the next. That holds in every line of business.

  • Communication

    We settle terms up front. When something changes, we say so then, not at the end.

  • Claims

    A product does what we say it does. Any number or date we give comes from work already finished.

About

Contact

Questions about the work here, or anything else, email us:

hello@isik.co