it's that Thanks question. Derek. for Hi,
in investments areas. infrastructure the So first making substantial. the We've into in are number we're a making investments here near-term been of noted,
And so I'll you for that break down little a bit.
order more with then content our engagement innovative in are platform into investment for ad a to platform, make which driving platform AI, like products second, our the support deeper drive advertising portion the ML that intended the on other to of order platform. into First, into products performance content lesser and product in to My then and of depth and
ad a But as investment related mentioned, the depth monetization like substantial platform content I of and into a directly media going of to portion things engagement. the more
ramp over shared that for last we in investment we the us we to as that past made importantly, think I to forward. quarter, that a very results wanted quarter big the see order from investment sustain in
a across investments. mentioned really I of bit we're earlier, we're so those results the this And we're encouraged from with investment early putting in, of little those seeing each but where areas
us and retention the to with we've that made happy of into higher So QX, XX% ad investments making there. in conversions that active whether XX% beginning purchase-related platform in investment important and makes that's we're the increase all are signs importantly, these advertisers, rise saw we pay-off really DR are the in the the
ML investments support engagement started depth content the on side, ramping we content to in sooner. and of Similarly,
And longer timespan example, And as you so a can period most quarter. in was tripled year-over-year that's more there, a see, than ramping proof over of time. the for spotlight point recent that been
So again, the of really that pleased in investments there. with putting we're the progress
that some intent ramifications conversations time. shared And that as investor interested about we It's products provide in. monetization smaller for are high has But early AI with investment. and our of we platform course, and and it's for our AI, a letter to of that community services volumes obvious over I My clear really ad signals is data portion have the of I our in and -- mentioned, My seeing points recently
the make accelerate seeing given here expect results related in related today, a here, step-up and do the seeing things progress we QX in further to we're to very that to accelerate investment seeing monetization. So we're progress in what we're the on directly particular, to are on
was $X.XX about for our the QX, we've between a in step-up guide per to you and for on look $X.XX. range QX that is $X.XX shared at if QX So, DAU $X.XX of
similar QX midpoint at QX. we would in it that saw of that a So, be step-up range, the in
carefully we that forward, ensure investments to over we're a As productive incredibly reasonable calibrate both continue to to they're affordable time horizon. move going and these
Importantly, lead that per in QX sequential increases simply will I observed the in for to infrastructure similar and or DAU wouldn't QX in that assume QX we've guided increases periods. future
on or We're sustained entirely going we to the returns results acceleration topline. grow then will investments depend whether the on measure And we particular, current levels, here carefully. shrink, these spend experienced are at and see in the forward in from the our they from
is of Investor we positive into shared EBITDA sort charting make cash reduced committed term at medium Day. towards The targets accords note our and free and here we flow at that growth adjusted term remain even and margin profitability last the I'll longer to rates
been the investments a Today, of on cash period flow we've months XX-month those transition $XX our incredible about ad trailing $XXX free XX to million. over flow deliver carefully I with that we've cash been trailing think on able positive at able Today, at to operating and platform. balance even million through
So, going that we've we'll careful horizon, been and very to to a over time continue do reasonable that forward. balance make