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Isik & Co.

We build and operate across technology, manufacturing and trade.

Isik & Co. is a general operating company. Some of the public work is below for reference.

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
tripanimator.isik.co
Trip Animator playing a two-week trip across Europe: a dotted route arriving in Florence on a dark map, three photos of the city fanned around the pin, with Film, Explore and Stats views along the top.
(tripanimator.isik.co, opens in a new tab)

Free tool · Runs in your browser

Trip Animator

Turns a folder of holiday photos into an animated map film of the trip.

Drop in your photos and it reads where and when each one was taken, groups them into stops and works out how you travelled between them. The film flies a dotted line from place to place, lands on each stop and lays its photos out around the pin, with the day and the distance so far.

Explore lets you pan the whole route and open any stop; Stats breaks the trip down by distance, days, countries and way of travel. Three map styles, a cinematic or flat camera and a 9:16 frame make it ready for a phone screen. The photos are read in the browser and never uploaded.

On-device
Photos never uploaded
3 views
Film, Explore, Stats
Free
No account required
tripanimator.isik.co(opens in a new tab)
  • Map animation
  • Photo location data
  • Vertical video

About

Contact

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

hello@isik.co