Confidential proposalENSL
Prepared for Anton Rop · Ljubljana smo vsi
27 September 2026 · Mike Navitsky
GlasLjubljane
Agents working for the Rop campaign, every day
Ljubljana is talking. We make sure Rop hears all of it.
Every day, AI agents read what the city says: the news and its comment sections, social media, city hall, the opponents and the city's complaints portal. Your team gets what matters, where it's happening and what to say about it.
24/7
agents reading, in Slovenian
07:00
brief on every phone, every morning
30 min
from a spike or an attack to your team knowing
17
districts, mapped every week
49 days to round 1 on 15 November. Runoff on 29 November.
How Glas Ljubljane works
Four steps, running every day. The rest of this page walks through the same four steps in order.
Where we already have real Ljubljana data, it's marked Real data. Where a visual only shows the format, it's marked Sample.
01
Step 1 of 4
Read
Agents read every public place Ljubljana talks about the city, in Slovenian, on a fixed schedule. One stream, deduplicated, with no usernames kept.
The listening net
Nine kinds of source, each on its own rhythm. New sources can be added in a day.
You get- Everything the city says, in one place
- Only what was said, never who said it
News sites24ur, Delo, Dnevnik, RTV SLO, N1, Siol, Mladina, Nova24TV, Reporter, local portalsEvery 15 min
Comment sectionsReader comments under every Ljubljana storyEvery 30 min
Facebook + InstagramPublic pages, neighbourhood groups, the candidates' comment threadsEvery hour
TikTok, X, RedditPublic posts and comments about the city, the candidates, the issuesEvery hour
YouTube + TVDebates, interviews and council streams, turned into searchable transcriptsSame day
City hallCouncil agendas, minutes, MOL press releases, tendersDaily
OpponentsJanković, Mesec and the rest: sites, socials, statementsEvery 30 min
Complaints portalEvery new complaint and city answer on pobude.ljubljana.siEvery hour
Polls + election dataEvery published poll, plus 2022 and referendum results by polling stationAs published
02
Step 2 of 4
Understand
Claude reads each item like a local would and files it: what it's about, where, how angry, and who it's aimed at. Then it counts, so your team sees patterns instead of noise.
One item, filed
A real complaint from 25 September, as the agents file it.
You get- Every item tagged the same way
- Plain-language search: "what are parents in Bežigrad saying?"
Real data · #86852
In · complaints portal, 25 Sep
„Vrtec je dragi župan, res je nevarno. Ne mi s floskulami.“
"There's a kindergarten here, dear mayor. It really is dangerous. Spare me the platitudes." · Author: name dropped
→
TopicSpeeding near kids
DistrictŠiška
MoodAngry, tired of stock replies
Aimed atThe mayor, by name
WantsSpeed bumps by a kindergarten
What voters complain about
Counted by theme, every day, across every source. This first pass covers one source only.
You get- Themes ranked by volume
- An alert when one grows faster than normal
Real data · 113 open complaints, 27 Sep
Greenery, dirt, graffiti, neglect
23
Roads, potholes, stalled works
17
Lights, signals, junctions
15
Speeding near kids and schools
12
03
Step 3 of 4
Decide
The agents advise. Your team decides. Glas sits inside the team you already have and makes each person faster. It replaces nobody.
Agents draftBrief, suggested lines, rebuttal packs, scripts, door-knock cards. Every fact carries its source.
→
Team approvesYour campaign manager, comms team and copywriter edit, approve or drop. Nothing goes public without them.
→
It goes outIn Rop's voice, from the campaign's own channels, written by the campaign's own people.
What each person gets
Anton Rop
- 7:00 brief on his phone
- Debate sparring before every debate
- Talking points for each district he visits
Campaign manager
- District map and priorities
- Risk alerts, day and night
- Weekly "what moved" report
Comms team
- 30-minute alerts
- Rebuttal packs with sources
- Opponent dossier
Copywriter
- Residents' real words and phrases
- Question bank to answer
- Suggested lines to rewrite
Volunteers
- Door-knock card per street
- Hand-offs from the supporter assistant
- Local issue cheat sheets
04
Step 4 of 4
Deliver
What your team receives, grouped by rhythm: every morning, the moment something moves, every week, when it matters most, and the edge nobody else in this race has.
Every day07:00 and around the clock
The 7:00 media brief
One page in Slovenian, on every phone at 7:00. What the city talked about in the last 24 hours, and what to do about it.
Inside- Top 5 conversations, and what's rising
- What Janković and Mesec said yesterday
- Suggested moves and lines for the copywriter
Built from real complaints
Glas Ljubljane · 07:00 briefData 21 to 25 Sep 2026
01
Rudnik: one street, three complaints in one day
Ilovški štradon. Works stopped, finish date reported moved to end of 2027, no street lights, unfinished asphalt.
Suggested moveWalk the street this week. Ask what residents asked: who pays for the delay?
02
Bežigrad parents want safe school routes
5 of Bežigrad's 15 open complaints are about children: school routes, drop-off zones, OŠ Jarca.
Suggested line"Before any new project, a safe route to every vrtec and school."
03
"Your answer didn't answer"
Five residents wrote back in one week because the city's reply missed the point.
Suggested line"Every pobuda gets a real answer, with a name and a date on it."
30-minute alerts
When something moves, your team knows within 30 minutes, on the platform it already uses.
Triggers- An attack on Rop gaining reach
- A local complaint going viral
- A city hall slip or U-turn
- A spike in one street or district
TelegramWhatsAppSignalSlackEmail
Glas alerts09:12
Spike · RudnikReal · 22 Sep
Ilovški štradon:
3 complaints in 24h, usually none. Speeding, stalled works, unfinished asphalt.
Suggested: visit this week
Theme · BežigradReal · Sep
5 open complaints about children: school routes, parent drop-off zones, OŠ Jarca.
Suggested: school-route pledge
AttackSample
A post questioning Rop's record is spreading:
reach doubling every hour, same wording on new accounts.
Rebuttal pack in your inbox by 10:10
Every weekWhere to go, who you're up against
District targeting map
Where the city hurts, district by district. It tells Rop where to walk and what to talk about when he gets there.
You get- Heat for all 17 districts
- The signature issue in each one
- Laid over the 2022 and referendum results
Real data · all 113 open complaints, 27 Sep
Šiška
21
Street lights out, "Zelo temno" (very dark). Potholes.
Center
21
4 are about city hall itself: its PR, its answers, its standards.
Bežigrad
15
5 are about kids: school routes, drop-off zones.
Rudnik
9
Ilovški štradon ×3
Trnovo
9
Parking, traffic changes
Jarše
6
Bus line 24, BicikeLJ
Golovec
4
Litijska, potholes
Dravlje
2
Manholes, benches
Šentvid
2
Bus stop, signals
Šmarna gora
0
Quiet this month
District as recorded by the portal on each complaint. One month of one source. The live map adds news, social and election layers.
Opponent dossier
A living file on the race: what the opponents promised, what happened, and where Rop himself is open to attack. Nothing goes public until it's checked against a source.
Checked against- Council minutes and MOL documents
- Računsko sodišče audits, KPK findings
- Past programmes vs delivery
JankovićTwenty years in office: promises against delivery, council votes, audits
MesecPlatform and positions, and what his audience reacts to
Rop, honestlyThe weak spots opponents will go for, answered before they do
Real entries · promise ledger
ItemSaidHappenedCheck
Ilovški štradon worksDone 31 Aug 2026Now 31 Dec 2027, residents reportVerify
Parking ordinance93.95% voted againstStill stands, 20% quorum missedSourced
ŽAK underpassOpened 3 SepResident says without a use permitVerify
Poll tracker
Every published poll in one view: pollster, dates, sample size, round 1 and runoff match-ups. Each figure links to where it was published, so nothing unconfirmed reaches Rop.
Question bank
The exact questions residents ask, grouped and counted, such as „Se mora zgoditi nesreča?“ (does there have to be an accident first?). The copywriter answers each once. Volunteers, the supporter assistant and debate prep reuse it.
When it mattersThe war room
Rebuttal in an hour
When an attack lands, the desk builds the whole answer. Your team only has to read, adjust and approve.
The pack- The claim and where it's spreading
- The facts, each with a source link
- A reply in Rop's voice, in Slovenian
- A 20-second video script and a share card
Sample timing
0min
Spotted
Attack picked up, reach measured, origin traced
10min
Facts
Record pulled: minutes, audits, past statements
25min
Reply
Draft in Rop's voice, in three lengths
40min
Video
20-second script and a share card
60min
Team approves
Edited, signed off, out
Debate sparring
An AI that argues like Janković, built only from his public record. Rop practises against his real lines before every debate, with a coach scorecard after each round. Internal only.
Deepfake and push watch
Early warning for fake audio or video of Rop, and for coordinated pushes: same wording, brand-new accounts, same hour. Evidence packs ready for the platforms and the press.
Messaging and content kit
Video scripts, share cards, carousels, newsletter and op-ed drafts, built from what residents actually say. The copywriter finishes every piece.
The edgeWhat nobody else in this race will have
The 40,000 map
What happenedOn 12 July the city voted on its new neighbourhood parking rules. 93.95% said no, about 40,000 people. The rules still stand: a "no" only counts if it comes from 20% of all registered voters, and it reached 17.76%.
Why it matters40,000 people voted against city hall and saw nothing change. They feel ignored and they turn out to vote. They are the easiest votes in the city to win, once Rop knows which streets they live on and what else bothers them there.
You get- A ranked list of priority neighbourhoods
- The local issue to lead with in each
1
Referendum, station by stationHow each of 239 polling stations voted on 12 July
Week 12
Complaints on the same streetsPortal complaints and local social posts, matched by area
Started3
2022 turnout and resultsWhere Rop's votes can come from, and where turnout sleeps
Week 1=
Priority streets for RopWhere to walk, what to say, which promise to make
Referendum figures from ljubljana.si: 227,248 eligible, 18.94% turnout, 93.95% against. The 40,000 is our arithmetic from those figures.
Mesec-voter bridge
What happenedOnly the top two candidates go through to the runoff on 29 November. Janković is expected to be one of them. Rop and Mesec (Levica) are fighting for the other place.
Why it mattersRop has to beat Mesec on 15 November, then win many of Mesec's voters two weeks later. If round 1 turns nasty, those voters stay home in the runoff. So we find the issues where they already agree with Rop and build round-1 messages on those.
You get- Round-1 messages that keep the bridge open
- A runoff plan on real results within 24 hours
What we measure in week 1
Mesec's audienceWhat they react to: housing, rents, public ownership?
Rop's programmeMapped point by point from the approved text
Bridge
messages
Door-knock kit
What happenedResidents write to city hall about their own street, in detail and in public. On Ilovški štradon in Rudnik, three of them complained in one day about road works that stopped.
Why it mattersA volunteer who starts with the street's own problem gets a real conversation. Each card gives them that problem in the residents' own words, plus a first line to open with.
You get- Cards by street, printed or on the phone
- Refreshed weekly from the listening data
Real street · opening line is sample
Ilovški štradon · Rudnik3 open complaints
What they saidSe pravi, da boste za 650 metrov ulice potrebovali tri leta?
The factsFinish date reported moved from 31 Aug 2026 to 31 Dec 2027. No street lights yet. Manholes stick out of rough asphalt.
Open with"We read what you wrote to city hall about the štradon. What would a finished street change for you?"
Unanswered city index
What happenedResidents have sent the city 80,784 complaints through its portal, and the city has answered 80,468. Many answers say "not possible" or "later". Some residents write back: "your answer didn't answer."
Why it mattersEach of those answers is a public, dated record of city hall saying no to a real street. The city wrote it, so nobody can call it made up. It's proof Rop can use in debates and on the street itself.
Supporter assistant
What happenedMeta and Google stopped political ads in the EU in October 2025. Campaigns now reach people through their own WhatsApp and Telegram channels, where supporters ask the same questions many times over.
Why it mattersA clearly labelled AI answers the common questions at once, only from the approved programme, and passes the rest to a volunteer. Supporters get a fast answer, and volunteers keep their time for the people who need a human.
A day on the desk
05:30
Agents sweep everything said overnight
06:30
AI ranks what matters, drafts lines
07:00
Brief on every phone
All day
30-minute alerts, rebuttal packs
18:00
Opponent dossier and promise ledger updated
21:00
TV and debate transcripts processed
Night
Deepfake and push watch keeps running
What the agents already found
One source, one week: the city's complaints portal, 21 to 25 September 2026. Every one of these was still waiting for an answer when we checked.
Šiška25 Sep
Vrtec je dragi župan, res je nevarno. Ne mi s floskulami.
"There's a kindergarten here, dear mayor. It really is dangerous. Spare me the platitudes."
No answer yet#86852
Rudnik22 Sep
Se pravi, da boste za 650 metrov ulice potrebovali tri leta?
"So you need three years for 650 metres of street?" Works stopped. No workers, no machines.
No answer yet#86815
Center21 Sep
Skrbite zgolj za turiste … Za nas Ljubljancane vam je vseeno.
"You only look after the tourists. You don't care about us Ljubljana people."
No answer yet#86766
Center22 Sep
PR ekipa MOL … opravlja zgolj delo za kampanjo trenutnega župana.
Asks why city hall's PR team has been "doing nothing but campaign work for the current mayor."
No answer yet#86812
Vič25 Sep
To ne bi smel postati nekakšen občinski davek.
"Parking shouldn't turn into some kind of municipal tax." The referendum anger, still alive.
No answer yet#86884
Center21 Sep
… morda boste uspeli z obrezom do jesenskih volitev, letošnjih, ne 2030.
"Maybe you'll get the hedges trimmed before this autumn's election. This one, not 2030."
No answer yet#86775
The pattern that matters most
They got an answer. It didn't answer.
"Your answer had nothing to do with speeding."Rudnik
"The mayor's 'answer' isn't a concrete answer."Šiška, on the ŽAK underpass
"Thanks for the answer, which doesn't answer the question."Center, Prešernov trg
The next 49 days
Week 1
Agents live. First 7:00 brief.
Week 2
District map, 40,000 map, opponent dossier, alerts.
~16 Oct
Official campaign opens. Daily operations.
Debates
Sparring session before each one.
15 Nov
Round 1. Runoff analysis within 24 hours.
Lines we never cross
Fake accountsNo bots posing as citizens. No astroturf.
DeepfakesNo synthetic content about anyone. No invented quotes.
Voter profilingNo files on individuals. Topics and districts only.
Team approvesThe system advises. The campaign speaks.
Labelled and legalGDPR with a DPIA, EU AI Act labelling, political ad rules.
You own itCode, data and prompts are yours. Deleted after, unless you say keep.
Some of the capabilities.
There is a lot more we can set up and run for the campaign. A few more examples:
Policy one-pagers, compared with other EU cities
Volunteer sign-up and shifts
Supporter lists and newsletters
Get-out-the-vote reminders
Runoff coalition plan
Town-hall calendar by district
Message pre-testing
Account security and takedown contacts