khwarizmi · johannesburg · est. 2026

one figure
that survives challenge.

your numbers live in systems that don't agree. we reconcile scattered, inconsistent data into a single defensible figure — full lineage, one-click reporting, ai you can trust.

~ every figure should know where it came from ~
§ four triggers · one engine

who's challenging
your number?

a number only has to be defensible when someone challenges it. find your challenger; the engine is the same.

§ start here

two weeks. one working paper.
then you choose.

the data-estate / readiness assessment. would your numbers survive challenge — and if not, what would it take? delivered as a working paper with a costed roadmap. You choose what runs.

cadence 2 weeks
price zar 85,000 fixed
deliverable working paper + costed roadmap
§ the engine

many feeds.
one figure.

meters, erps, spreadsheets, loggers — reconciled into one governed source of truth, with the lineage kept. ai sits on top of governed data, not on a swamp.

dashboards

for the people who watch the number.

lineage explorer

for the people who challenge it.

one-click reports

the monthly pack, the verification bundle, the lp report.

how the engine works →
§ three commitments · one method

lineage · audit-grade ·
sovereign.

three things every engagement commits to — from the two-week assessment to the managed layer.

02 · audit-grade

audit-grade hand-over.

every engagement closes with a working paper the next reader can act on. signed by the founder.

03 · sovereign

sovereign by default.

you own the hosting, the data, the code. no platform lock-in. no vendor jail.

one number we can defend — to the regulator, the investors, the counterparty, or the board — and the ai we build on it is safe to trust.

— what your next audit should sound like § method · 2026
§ the programme

we teach it
because we build it.

the ai enablement programme. eight weeks, up to fifteen people, one tool shipped into production — on governed data and real workflows, not slideware.

price zar 395,000 fixed
cadence 8 weeks
deliverable one shipped tool + a team that can run it
read the programme

proven where
the bar is highest.

carbon-credit mrv, under verification-grade scrutiny.

enerlink · de-ics1 · decarb

systems we built, running in production: multi-oem solar feeds reconciled into verification-grade generation and mrv reports. read the sector page — or see where the engine goes next.

1enginemany feeds → one figure.
4triggersregulator · investor · counterparty · board.
2fixed pricesthe assessment · enablement.
0untraceable figureslineage on everything we ship.

start with the assessment.
the rest follows.

Two weeks. A working paper. A costed roadmap. You choose what we build next.