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Tessera 2.0: agents with memory

Hire agents that actually finish the work.

Tessera turns your busywork into reliable, supervised AI teammates. Describe the outcome — agents plan it, run it across your tools, and check in before anything ships.

★★★★★ Trusted by 4,000+ operators

app.tessera.ai/runs/q3-pipeline

Run · Q3 pipeline

Find ICP accounts

0:42

Enrich decision makers

1:10

Draft personal openers

—

Review with Maya

—

Sync to HubSpot

—

Agents on shift

Research · Iris

Writer · Quill

Ops · Atlas

Research

214 accounts

Writer

38 drafts

Analyst

3 risks flagged

Ops

HubSpot · Stripe

Orchestrator

planning · step 2 of 5

Research

214 accounts

Writer

38 drafts

Analyst

3 risks flagged

Ops

HubSpot · Stripe

Orchestrator

planning · step 2 of 5

Live activity

● Orchestrator · now

Enriching 214 contacts…

● Research agent · 12s

Matched accounts to ICP v4.

● Memory · 40s

Recalled: “Maya prefers short emails.”

Quill wants to send 38 emails. Review first?

Preview

Approve

Powering ops teams at fast-moving companies

  • Northbeam

  • Halcyon & Co.

  • ▲ vertexlabs

  • Pinecrest

  • ORBITAL

  • Meridian

  • {kiln}

  • Lattice Bay

§01 — The problem

Your team is drowning in tabs, copy-paste and follow-ups. Chatbots answer questions — they don’t do the job. Tessera gives you agents that plan, act, and report back so people can get back to the work only people can do.

Built by operators who spent a decade automating revenue, support and finance teams at scale.

§02 — Platform

Everything an agent needs to be trusted with real work.

01

Board decks use the navy template

Jun 12

02

Never email customers on Fridays

Aug 03

03

Maya prefers short, warm openers

today

Long-term memory

Agents remember your preferences, past decisions and context across every run — so you explain things once, not every time.

HS

SL

ST

NT

GH

120+ integrations

HubSpot, Slack, Stripe, Notion, GitHub and your own APIs.

Send external email

Issue refunds over $100

Edit CRM records

Human approvals

Decide exactly where a person signs off. Click a switch.

Full observability

Every step, tool call and token — traced and replayable.

11.4×

Faster turnaround

Median speed-up on research and outreach tasks in 2026.

Enterprise-grade security

SOC 2 Type II, SSO, scoped credentials and data that never trains a model.

“Every Monday, find churn-risk accounts, draft a save plan for each, and send me a digest in Slack.”

Weekly · Mon 9:00

3 agents

Approval: before send

Plain-English playbooks

Write it like a brief to a new hire. Tessera turns it into a repeatable, scheduled workflow.

§03 — How it works

From brief to done in three moves.

Describe the outcome once. Tessera plans the work, splits it across specialised agents, and brings it back for review — with every step on the record.

STEP 01

Describe the outcome

Write what you want in plain language. Tessera asks clarifying questions, pulls context from memory and proposes a plan you can edit.

“Find 200 Series-A fintechs in Europe, enrich the CFO, and draft a first touch.”

ICP v4.pdf

Memory: tone guide

Budget $40

Approval: before send

STEP 02

Delegate to a team

The orchestrator splits work across specialised agents that run in parallel — each with its own tools, budget and guardrails.

IR

Iris

Research

QL

Quill

Writer

AT

Atlas

Ops

STEP 03

Review & ship

Get a clean summary with every change highlighted. Approve in one click, request edits, or let trusted playbooks auto-ship.

Hi Lena — congrats on the €18M Series A.

– We help companies like yours scale finance ops.

+ Saw you’re hiring three FP&A roles — happy to show how Pennant closed month-end in 2 days.

§04 — Results

Numbers our customers actually report.

38h

saved per operator, per week

2.6M

agent runs completed last month

99.2%

tasks finished without escalation

14d

average time to first ROI

14d

average time to first ROI

§05 — Use cases

One platform. Every team that runs on repetition.

Sales

Support

Operations

Finance

Pipeline that builds itself while you sell.

Prospect, enrich and score accounts against your ICP

Personalised first touches grounded in real signals

CRM hygiene and follow-ups, handled nightly

3.1×

reply rate

−70%

research time

Abstract illustration for Sales

§06 — Wall of love

Operators don’t go back.

  • “Tessera is the first AI product our team didn’t have to babysit. It just does the job and tells us when it’s done.”

    Maya Okafor

    VP Revenue, Northbeam

  • “We replaced four Zapier chains and a contractor with two playbooks. The approval step is what sold our legal team.”

    Daniel Reyes

    Head of Ops, Pinecrest

  • “Month-end used to eat a full week. Now Atlas reconciles overnight and I review the three things that look weird.”

    Priya Raman

    Controller, Lattice Bay

  • “The memory is uncanny. It remembered a customer preference I mentioned once, two months ago.”

    Tom Lindqvist

    Founder, Kiln

  • “Our SDRs spend their day talking to people now. Research and first drafts just appear in the CRM.”

    Sofia Marín

    Sales Lead, Orbital

  • “Observability is the killer feature. I can replay any run and see exactly why an agent did what it did.”

    Jonah Park

    CTO, Vertex Labs

  • “Set up took an afternoon. The first playbook paid for the annual plan within two weeks.”

    Amara Diallo

    COO, Meridian

  • “Support went from drowning to proactive. Refunds under $100 are fully handled — with a perfect audit trail.”

    Luca Bianchi

    CX Director, Halcyon

§07 — Pricing

Pay for outcomes, not seats.

Monthly

Yearly

Save 20%

Starter

$0

/ month

For individuals testing their first agent workflows.

+ 500 agent actions / month

+ 3 playbooks

+ 15 integrations

+ 7-day run history

Team

Most popular

$79

/ month

For teams putting agents into daily production.

+ 10,000 agent actions / month

+ Unlimited playbooks

+ All 120+ integrations

+ Long-term memory

+ Approvals & roles

Enterprise

Custom

For organisations with security and scale requirements.

+ Unlimited actions

+ SSO, SCIM & audit export

+ Private model routing

+ Dedicated agent engineer

FAQ

Questions, answered.

Can’t find what you need? Email our team — a human replies within a day.

How is Tessera different from a chatbot?

Chatbots answer questions. Tessera agents take actions — they plan multi-step work, use your tools, remember context and ask for approval before anything sensitive happens.

What counts as an agent action?

Is my data used to train models?

Can I control what agents are allowed to do?

How long does setup take?

Give your team its time back.

Give your team its time back.

Give your team its time back.

Start free in minutes. No credit card, no sales call — just your first agent, shipping real work today.

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