Features · Response Generation

Not
retrieval. Contextual
generation.

Iris blends three layers of context, deal intelligence, prospect
research, and your institutional knowledge, into a response written for this buyer. Every claim cited. Every answer scored. Never a template. Never a hallucination. And in 200+ languages.

Checklist with deal intelligence, prospect research, institutional knowledge checked; confidence unchecked.

Three layers of context

Blended into
every response.

Not pulling a single templated response, contextually rewording your knowledge to fit the buyer's question.

Generated for this buyer

Cited & scored, ready to review.

Iris blends three layers of context into a response written for this buyer, then shows its confidence and sources so review starts with trust:

  • Deal intelligence. CRM, Gong/Zoom/Teams calls, email threads, the commitments your rep made.
  • Prospect research. Funding, executive hires, priorities, recent press, pulled in automatically.
  • Institutional knowledge. Your whole knowledge map, refreshed live from source.
Screen showing AI-generated RFP response text with approval status and reviewer details on the right.

What you control

On every response.

Regenerate & instruct

Fresh against the brief.

Too long, too formal, or pulled from the wrong source?
Regenerate against the same brief, and dictate exactly what comes back:

  • Custom instructions. Tone, length, style, and format, per project or per section.
  • 200+ languages. Generated natively, so tone and technical precision survive.
  • Golden answers. Lock legal, security, and compliance language, dropped in verbatim.
  • Tags. Point Iris at the right product line, region, or segment.
Interface for regenerating an answer with pre-defined templates, tags, citations, context, instructions, and custom text.
Rich-text editor toolbar with formatting options above a line of text about a full rich-text editor.

Rich-text editor

With attached evidence.

Full WYSIWYG — inline images, tables, and callouts. Attach evidence files like SOC 2 reports, pen tests, and architecture diagrams, and Iris carries them through to the submission.

Built-in governance

Every answer
is auditable.

Sources cited

Cited to the source.

Each answer links to the exact doc, control, or call transcript it was drawn from, section, version, timestamp, so there is never a question of where information came from.

Screenshot of a citations search bar with a question about AI generating RFP responses and a partial answer shown.
Screenshot showing a question with confidence scoring and contradiction flags, including approval and contradiction labels.

Confidence & contradictions

Never guessed.

Iris tells you how sure it is on every answer, focus review on the medium and low. When it lacks context it says "insufficient context" and flags the gap instead of inventing facts, and surfaces contradictions when two sources disagree.

Full audit trail

No forensic project.

Every change to every answer, by whom, at what time, with the prior version. Compliance review stops being an archeology dig.

Audit trail showing Cole Doherty's approval activities and assignments with timestamps from May 27 at 12:23 PM.
Comment box with text '@Ben Hills is this the most up to date answer?' and an Add Comment button.

Four logged actions

Approve · edit ·
reassign · regenerate.

Four actions on every answer, each logged with who, what, and when. Comment and @-mention right on the answer, and Approve means Iris remembers it as the answer next time.

The learning loop, every approved answer feeds forward

When your team approves an answer, Iris weights it as the answer going forward. Next time a similar question shows up, even worded differently, even on a different RFP — Iris reaches for the approved version first. Your hundredth proposal is dramatically better than your first because every project taught the next one.

See it live

Every
citation,
score, and audit entry.

15 minutes. We'll run it on a real RFP and you'll see every citation, score, and audit entry live.