SystemResearch & Discovery

Competitive Landscape and Congress Intelligence Agent

Pharma competitive intelligence and congress coverage, every competitor event cited and in the right inbox within the hour

Every rival readout and congress abstract becomes a cited event, and the right people know within the hour.

See one case, screen by screen ↓
demo12minfrom the LB-07 embargo lifting to a cited event waiting for the CI lead
demo14fieldsextracted from one late-breaking abstract, every one cited to its passage
target1.1hfrom a source going public to an alert in the right inbox
target19h / weekof analyst time handed back to interpretation
The problem

Why competitor news reaches the programme team a day late

On day 3 of a congress, a rival’s Phase 3 late-breaker is presented at 08:40, their press release lands at 08:45 and their investor call is at 14:00. The programme team needs to know what it means for their own asset before that call — not in tomorrow’s summary. Meanwhile the trial registries, pipeline pages and securities filings keep moving: a maintenance study’s completion date can move seven months earlier in a quiet update to the registry record.

Most of a CI analyst’s week goes on collecting, formatting and checking sources rather than interpreting them. Of 2,318 accepted abstracts, a few dozen matter, and each must be read the moment its embargo lifts, lined up against your own data on the same endpoint and written up with the caveat that separate trials are not head-to-head. And the most interesting thing heard at a booth may be exactly the thing that cannot be used.

target≈ 9.5hfrom a source going public to an alert, by hand
demo2,318abstractsaccepted at one congress — 46 of them competitor abstracts worth tracking
demo≈ 20%of analyst time left for interpretation before the agents
Where an event’s hours go, from source to alertestimated
By hand9.5 days
With the solution1.1 days
  • Spotting the abstract, release or registry change3 → 0.1 d
  • Pulling out the facts and checking them2.5 → 0.2 d
  • Lining it up against our own data2 → 0.2 d
  • Writing the so-what for us1.5 → 0.3 d
  • Rating impact and sending0.5 → 0.3 d

Estimated split for one high-impact competitor event, by hand and with the solution.

How it works

How an event moves

Six specialist agents watch, extract, check, compare and write up every event; the intelligence lead decides who is told.

What comes in
Sources in5 public sources · registries, news, filings, congresses, journals
Agents at work
Source Watcherevery hour
Congress Abstract Readeras embargo lifts
Then
Event Extractorevery field cited
Then
Compliance Guardpublic sources only
Then
Cross-Trial Comparatorsame endpoint
Brief Writerwhat it means for us
A person decides
Intelligence leadrates impact and decides who is told
What comes out
Alerts to the right teams
Daily congress debrief
Live landscape
One case, step by step

One late-breaker, from embargo to signed alert

Day 3 of EIMC 2026 in Vienna. Halvard presents HLV-217, an anti-TL1A antibody, in late-breaking abstract LB-07 at 08:40 — a direct threat to Northwind Bio’s own Veltrimab in ulcerative colitis. Here is what happens next, screen by screen, in the working solution.

  1. 01Morning, day 3

    The congress, hall by hall, on one board

    Dana Okafor · CI lead, Immunology

    Dana opens the congress board from the war room: 46 competitor abstracts tracked of 2,318 accepted, 4 events today, 3 waiting for Dana, 1 held for compliance and the Day 3 debrief due at 19:00. Each session sits on the timeline by hall, rated high impact, medium, watch or our data, with the team on site beside it — Sam Patel in Hall B, Lena Ortiz next at the Halvard symposium at 13:00, Dr. Maya Chen presenting in Hall C.

    “46 competitor abstracts tracked of 2,318 accepted · agents read each one the moment its embargo lifts.”

  2. 0208:40

    LB-07 is read the moment its embargo lifts

    Congress Abstract Reader

    The abstract is presented at 08:40 and read at 08:40. Event E-1041 opens with the abstract on the left, every fact it used highlighted in place: 1,014 adults, 47% with an inadequate response to at least one advanced therapy, clinical remission at week 12 of 27.4% versus 9.8% on placebo, and 33.2% versus 9.1% in patients positive for the companion genetic marker.

    “Never read or use an abstract before its embargo lifts.”

  3. 0308:41

    Fourteen fields, each with its source and a confidence

    Event Extractor

    Asset, sponsor, mechanism, indication, phase and study, patients, dose, primary endpoint, results, safety, next readout and filing guidance — each with a citation and a confidence score. Click a field and its passage lights up in the abstract. Fields below 0.85 confidence go to a person.

  4. 0408:47

    The press release joins the same event

    Source Watcher · Compliance Guard

    Halvard’s press release is matched to E-1041 rather than opened as a second event. It adds two facts the abstract did not have: a Biologics License Application planned for the second half of 2027, and an investor call today at 14:00 CEST. At 08:48 the Compliance Guard confirms both sources are public; at 08:52 the event reaches Dana with impact suggested High.

    “Merge duplicates from abstract, press release and filing.”

  5. 05One click

    Side by side with Veltrimab, on the same endpoint

    Cross-Trial Comparator

    Dana presses “Draft with agents”. The comparator lines up clinical remission at week 12 in ulcerative colitis: HLV-217 +17.6 points over placebo, Veltrimab +16.6 in VLT-302 from Northwind’s own top-line summary, the HLV-217 marker-positive subgroup +24.1. The landscape check finds three assets sharing the mechanism.

    “Separate trials — not head-to-head.”

  6. 06Drafted

    The so-what for us, every number cited

    Brief Writer

    “HLV-217 now matches Veltrimab on the headline induction number,” in a slightly less refractory population — 47% versus 52% advanced-therapy experienced. The marker gives Halvard a precision story Veltrimab does not have, and its filing is guided about six months after Veltrimab’s. Three actions for the Veltrimab team follow, from leading with every-8-week maintenance to asking Medical Affairs for a position before the 14:00 call.

    Nothing is sent until the CI lead approves.

  7. 07Decided

    The CI lead rates the impact and chooses who is told

    Dana Okafor · CI lead, Immunology

    Dana keeps the suggested High and sends to the Veltrimab programme team (14) and Immunology strategy (9) — 23 people. Medical affairs and business development stay unticked. The alert shows exactly what they will read, with the sources linked and the not-head-to-head caveat, before Dana signs and sends.

    “Signed by Dana Okafor · the alert, its sources and your decision are kept on the audit trail.”

  8. 0810:43

    Published, and on the record

    Dana Okafor · CI lead, Immunology

    E-1041 moves from Detected through Extracted and Verified to Published, and HLV-217 is marked “Today” on the landscape. The activity trail lists every step, agent and human: the abstract read at 08:40, 14 fields extracted, the press release matched, both sources confirmed public, the so-what drafted, and Dana rating it High and sending it to 23 people.

  9. 09Meanwhile, 09:58

    A booth remark that is never used

    Compliance Guard

    Sam Patel’s note from the Orsolis stand quotes a staff member on an unblinded interim safety look that has not been published. The Compliance Guard holds the whole note and routes it to Priya Raman, compliance counsel. Only the public part — the study-design handout and booth display — can be released, and only by her.

    “Held — not used in any brief or alert.”

  10. 1018:00, or on request

    The Day 3 debrief, drafted to sign

    Brief Writer · Dana Okafor

    The daily debrief runs at 18:00 each congress day, or whenever Dana asks. It gathers the sessions covered, matches field notes to abstracts — 3 notes, 2 used, 1 held — and drafts six sections: headlines, session by session, what it means for Veltrimab, from the floor, the watch list for the rest of today and Day 4, and the sources. Dana signs it, and it goes to the congress debrief list of 38 people by 07:00.

    “8 sources, all public … Comparisons are across separate trials and are not head-to-head.”

Who it’s for

Built for everyone who works the congress.

The same late-breaker, seen by the five people it touches — what their congress week looked like, and what it looks like now.

DO
Dana OkaforCI lead, Immunology
Approver
Before
Hears about a rival readout, then spends the morning assembling the facts before anyone can be told.
Now
Opens a cited event with the comparison and the so-what drafted; rates the impact, picks the lists and signs.
SP
Sam PatelCI analyst · on site in Vienna
Analyst
Before
Types up session notes at night, and has to judge alone what may and may not be written down.
Now
Sends field notes from the room; each is checked by the Compliance Guard and matched to its abstract.
MC
Dr. Maya ChenVeltrimab programme lead
Reader
Before
Gets competitor numbers without the context of the programme’s own trial.
Now
Reads the rival result next to Veltrimab on the same endpoint and timepoint, with actions for the programme team.
OH
Omar HaddadHead of Immunology strategy
Co-signer
Before
Pieces the field together from slides that are out of date the week they are made.
Now
Sees every asset by mechanism and phase, and the catalysts ahead, updated as events are published.
PR
Priya RamanCompliance counsel
Compliance
Before
Finds out after the fact that a booth conversation made it into a brief.
Now
Receives every note that may hold non-public information before anyone can use it, and decides what is released.
Built on the engine

6 agents. Each with one job, and hard limits.

Six specialist agents watch, extract, check, compare and write up every event; the intelligence lead decides who is told.

Source Watcher

Polls trial registries, press releases, pipeline pages, securities filings and journals every hour, and keeps every version it captures.

  • Public or licensed sources only
  • Respects site terms of use
  • Keeps every captured version for the audit trail
Congress Abstract Reader

Loads the congress programme, proposes the tracked list for the CI lead and reads each tracked abstract the moment its embargo lifts.

  • Never reads or uses an abstract before its embargo lifts
  • Your own data is labelled and never compared without a caveat
Event Extractor

Turns a source into a structured event — asset, sponsor, mechanism, phase, endpoint, result, dates — with every field cited.

  • Every field cites a passage
  • Fields below 0.85 confidence go to a person
  • Merges duplicates from abstract, press release and filing
Compliance Guard

Checks every source and field note: public or licensed, embargo respected, no possible non-public information.

  • Holds anything that may be non-public
  • Routes held notes to compliance counsel
  • Never releases a held note itself
Cross-Trial Comparator

Places a result next to your own asset and its peers on the same endpoint and timepoint, with a caveat.

  • Same endpoint and timepoint only
  • Always labelled as not head-to-head
Brief Writer

Drafts the “so what for us”, alerts, congress daily debriefs and weekly briefs in house style.

  • Plain language, numbers cited
  • No investment advice
  • A person signs before anything is sent
Intelligence lead

Rates impact, signs and sends. The agents propose; a named person decides.

Ask in plain words

Ask about any competitor, in plain words

Anyone on the team can ask about a competitor, an asset, a session or a catalyst — or tell it what to watch. Every answer cites the events it comes from.

What changed for Veltrimab today?

Three events matter today. HLV-217’s Phase 3 induction: remission 27.4% vs 9.8%, level with Veltrimab’s 24.9% vs 8.3%; marker-positive patients reach 33.2%. HLV-217 maintenance may read out 7 months earlier — completion moved to Nov 2026. And ORS-450, the oral IL-23R peptide: 41.0% remission in Crohn’s. Separate trials — not head-to-head.

Compare HLV-217 with Veltrimab

Week-12 induction in ulcerative colitis: remission 27.4% vs 24.9%; placebo 9.8% vs 8.3%; 17.6 vs 16.6 points over placebo; prior advanced therapy 47% vs 52%; maintenance ongoing vs subcutaneous every 8 weeks; filing H2 2027 vs H1 2027. Separate trials — not head-to-head. Populations and sites differ.

Why was a field note held?

Sam Patel’s note from the Orsolis booth quotes a staff member about an unpublished interim safety look. The Compliance Guard held it — nothing from it is used — and routed it to Priya Raman. The public part, the study-design handout, can be released by her.

Add TL1A × IL-23 bispecifics to the watch list

Added TL1A × IL-23 bispecific to the mechanisms. The Source Watcher will now read every registry record, press release and abstract for any sponsor working on it — today that adds MRD-905 (Meridale) and 2 preclinical programmes. You can see it in Settings → Watch list.

Every screen

The working solution, as it ships.

13 screens from the working solution, on its sample data. Pick one to see it large.

Congress boardDay 3 of the congress by hall and hour, what waits for the CI lead, the event wire and the team on site.
Competitor eventsEvery readout, trial start, registry change, guidance, deal and publication as a cited event, with its impact and stage.
The event, with its sourceThe abstract with every extracted fact highlighted, and each agent step that built the event.
Extracted fieldsAsset, study, results, safety and what comes next — each field cited, with a confidence score.
Sources merged into one eventThe sponsor’s press release matched to the abstract’s event, adding the filing guidance and the investor call.
Cross-trial contextThe rival result next to your own asset on the same endpoint and timepoint, labelled not head-to-head.
So what for usWhat the result means for your programme, every number cited, with the impact and the lists to send to.
Sign and sendThe alert exactly as readers will see it, signed by the CI lead and kept on the audit trail.
Activity trailEvery agent step and every human decision on the event, with who, what and when — down to the alert sent to 23 people.
Held for complianceA field note that may hold non-public information, held and routed to compliance counsel — never used.
LandscapeEvery asset by mechanism and phase, the catalyst calendar to June 2027, and questions answered from the events.
Daily congress debriefSession by session, what it means for the programme, notes from the floor and tomorrow’s watch list — signed before it is sent.
DashboardEvents captured by source, time from source to alert, the impact mix, who is moving and where analyst time goes.
Governance

Built for clean competitive intelligence: public, cited, signed.

Every field cites its passageClick any extracted field or any number in a so-what, alert or debrief to see the sentence of the abstract, press release, registry record or filing it came from.
Public or licensed sources onlyNo logins to unlicensed sites and no paywalled content without a licence. Social media posts are off, and not used for events.
Embargoes respectedUntil an abstract is presented, only what was public before the embargo is shown — its title and session. Nothing about it can be used or shared before then.
Non-public information heldField notes that may contain non-public information are held, routed to compliance counsel and never used until counsel releases the public part.
No comparison without its caveatEvery cross-trial chart and alert carries “Separate trials — not head-to-head”, and only results on the same endpoint and timepoint are set side by side.
A named person signs what is sentThe CI lead rates impact and chooses who is told; alerts and debriefs go out signed, with the sources and the decision kept on the activity trail.
Configuration

Your watch list and your rules, not ours

What the agents watch, when they alert and who decides are settings, changed in plain words.

SettingDefaultChoose from
Watch list3 therapy areas · 8 competitors · 7 mechanismsAdd or remove any therapy area, sponsor or mechanism
High-impact events → programme team within 1 hourOn · needs your approval firstOn · Off
Registry date moves by more than 3 monthsOnOn · Off
Deals with more than $25 M upfrontOnOn · Off
Every tracked late-breaker → alert when presentedOffOn · Off
Alerts are approved byDana OkaforDana Okafor · Sam Patel · Omar Haddad
Daily debrief is signed byDana OkaforDana Okafor · Omar Haddad
Alert rulesYour rulesAdd in plain words
Connections

Works with the sources your CI team already reads

Trial registriesUS, EU and 6 other public registries, hourly
Press releases and pipeline pages84 company sites and 3 wires, hourly
Securities filingscurrent, quarterly and annual reports, as filed
Congress abstractsthe programme, tracked abstracts and embargo times
Journal indexes38 journals, weekly
Licensed pipeline databaseread through the licensed connector
What it changes

The difference, in numbers.

Every figure is labelled: a target the solution is built to, an estimate, a typical published result, or a proven one.

target
1.1h
from a source going public to an alert in the right inbox
By hand≈ 9.5 h
With agents≈ 1.1 h
target
19h / week
of analyst time handed back to interpretation
19 of 40 hours
returned to analysis each week
target
07:00
a signed debrief in every inbox, each morning of the congress

“demo” = seen in the working solution, on its sample congress data · “target” = the design goal, measured in the live solution · “estimated” = our estimate · public and licensed sources only. Companies, assets and people named on this page are characters in the working solution.

Questions

What CI teams ask us.

What is pharma competitive intelligence software?

Software that watches what competitors publish — trial registries, press releases, securities filings, congress abstracts and journals — and turns it into structured, sourced intelligence for programme and strategy teams. Congress Intelligence adds agents that capture each event, extract the facts with citations, compare them with your own data and draft the alert, the daily debrief and the weekly brief.

How does it cover a medical congress?

The Congress Abstract Reader loads the programme and proposes the tracked list for the CI lead. Each tracked abstract is read the moment its embargo lifts, field notes from the team on site are checked and matched to their abstracts, and a daily debrief is drafted at 18:00 each congress day, to be signed and sent by 07:00.

Does it compare competitor results with our own trials?

Yes, on the same endpoint and timepoint only, using your own reference data. Every comparison is labelled “Separate trials — not head-to-head”, and your own data is labelled as yours.

How does it keep our CI clean?

It reads public or licensed sources only, respects abstract embargo times and holds any field note that may contain non-public information for compliance counsel. A held note is never used until counsel releases its public part, and these three policies are locked on by compliance policy.

Will it catch changes in trial registries?

Yes. The Source Watcher checks the registries hourly and keeps every version, so a change shows as version against version — for example a primary completion date moving from June 2027 to November 2026. A rule alerts you when a registry date moves by more than 3 months.

Do people stay in control of what is sent?

Yes. The agents suggest an impact rating and draft the so-what; the CI lead rates the impact, chooses who is told and signs. Nothing is sent until the CI lead approves, and each decision is kept on the activity trail.

Can we set our own watch list and alert rules?

Yes. Therapy areas, competitors and mechanisms, the alert rules, the sources and who approves alerts and signs the debrief are all settings. New alert rules can be added in plain words.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements — your watch list, distribution lists, house style and your own reference data — and it goes live once every quality gate has passed. We will walk you through it on a congress you have already covered.

See it on
your next congress.

We’ll run Congress Intelligence on your own watch list and a congress programme you have covered.